Year Conf. Topic Cited Paper Authors Url
2019 ACL # arch-att, arch-copy, search-viterbi, pre-glove, task-extractive, task-seq2seq, task-relation 2 TalkSumm: A Dataset and Scalable Annotation Method for Scientific Paper Summarization Based on Conference Talks Guy Lev, Michal Shmueli-Scheuer, Jonathan Herzig, Achiya Jerbi, David Konopnicki https://www.aclweb.org/anthology/P19-1204.pdf
2019 ACL # arch-lstm, arch-bilstm, arch-att, arch-memo, search-greedy, pre-glove, struct-crf, task-textclass, task-seqlab, task-seq2seq 0 Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning Minlong Peng, Xiaoyu Xing, Qi Zhang, Jinlan Fu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1231.pdf
2019 ACL # optim-adam, train-mtl, train-transfer, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-extractive, task-lm, task-context 0 Self-Supervised Learning for Contextualized Extractive Summarization Hong Wang, Xin Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang https://www.aclweb.org/anthology/P19-1214.pdf
2019 ACL # arch-lstm, arch-gnn, arch-cnn, arch-att, arch-bilinear, pre-glove, latent-vae, loss-nce, task-seqlab, task-condlm, task-seq2seq, task-relation 1 Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency https://www.aclweb.org/anthology/P19-1152.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq 3 E3: Entailment-driven Extracting and Editing for Conversational Machine Reading Victor Zhong, Luke Zettlemoyer https://www.aclweb.org/anthology/P19-1223.pdf
2019 ACL # optim-adam, train-mll, arch-rnn, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert 0 Probing for Semantic Classes: Diagnosing the Meaning Content of Word Embeddings Yadollah Yaghoobzadeh, Katharina Kann, T. J. Hazen, Eneko Agirre, Hinrich Schütze https://www.aclweb.org/anthology/P19-1574.pdf
2019 ACL # optim-adagrad, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gnn, arch-att, search-beam, search-viterbi, pre-glove, pre-skipthought, pre-elmo, task-lm, task-relation 0 Multi-Relational Script Learning for Discourse Relations I-Ta Lee, Dan Goldwasser https://www.aclweb.org/anthology/P19-1413.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, pre-glove, latent-vae, task-lm 2 Target-Guided Open-Domain Conversation Jianheng Tang, Tiancheng Zhao, Chenyan Xiong, Xiaodan Liang, Eric Xing, Zhiting Hu https://www.aclweb.org/anthology/P19-1565.pdf
2019 ACL # optim-projection, train-mtl, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-coverage, pre-glove, struct-hmm, struct-crf, task-textclass, task-seqlab 0 A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy Genady Beryozkin, Yoel Drori, Oren Gilon, Tzvika Hartman, Idan Szpektor https://www.aclweb.org/anthology/P19-1014.pdf
2019 ACL # optim-adam, optim-projection, train-transfer, train-augment, pre-word2vec, pre-glove, pre-elmo, task-textclass, task-condlm 7 Mitigating Gender Bias in Natural Language Processing: Literature Review Tony Sun, Andrew Gaut, Shirlyn Tang, Yuxin Huang, Mai ElSherief, Jieyu Zhao, Diba Mirza, Elizabeth Belding, Kai-Wei Chang, William Yang Wang https://www.aclweb.org/anthology/P19-1159.pdf
2019 ACL # optim-adam, reg-dropout, train-active, arch-rnn, arch-cnn, arch-att, arch-memo, search-beam, pre-glove, task-seq2seq 2 Collaborative Dialogue in Minecraft Anjali Narayan-Chen, Prashant Jayannavar, Julia Hockenmaier https://www.aclweb.org/anthology/P19-1537.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-active, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-elmo, pre-bert, struct-crf, task-lm 0 Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions Amirreza Shirani, Franck Dernoncourt, Paul Asente, Nedim Lipka, Seokhwan Kim, Jose Echevarria, Thamar Solorio https://www.aclweb.org/anthology/P19-1112.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-coverage, pre-glove, pre-skipthought, pre-elmo, pre-bert, adv-train, task-textpair, task-lm, task-cloze, task-relation 2 DisSent: Learning Sentence Representations from Explicit Discourse Relations Allen Nie, Erin Bennett, Noah Goodman https://www.aclweb.org/anthology/P19-1442.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-cnn, arch-att, arch-memo, arch-transformer, comb-ensemble, pre-glove, pre-skipthought, task-lm, task-relation 0 Global Textual Relation Embedding for Relational Understanding Zhiyu Chen, Hanwen Zha, Honglei Liu, Wenhu Chen, Xifeng Yan, Yu Su https://www.aclweb.org/anthology/P19-1127.pdf
2019 ACL # reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-relation 8 Head-Driven Phrase Structure Grammar Parsing on Penn Treebank Junru Zhou, Hai Zhao https://www.aclweb.org/anthology/P19-1230.pdf
2019 ACL # pre-glove, latent-vae 8 Towards Understanding Linear Word Analogies Kawin Ethayarajh, David Duvenaud, Graeme Hirst https://www.aclweb.org/anthology/P19-1315.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, task-textpair, task-lm, task-seq2seq 4 Multimodal Transformer for Unaligned Multimodal Language Sequences Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, Ruslan Salakhutdinov https://www.aclweb.org/anthology/P19-1656.pdf
2019 ACL # optim-sgd, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-seqlab, task-seq2seq 0 End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories Rui Mao, Chenghua Lin, Frank Guerin https://www.aclweb.org/anthology/P19-1378.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-stopping, train-parallel, arch-rnn, arch-gru, arch-memo, pre-glove, pre-bert, latent-vae, task-lm 3 The Referential Reader: A Recurrent Entity Network for Anaphora Resolution Fei Liu, Luke Zettlemoyer, Jacob Eisenstein https://www.aclweb.org/anthology/P19-1593.pdf
2019 ACL # init-glorot, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, loss-nce 0 Toward Comprehensive Understanding of a Sentiment Based on Human Motives Naoki Otani, Eduard Hovy https://www.aclweb.org/anthology/P19-1461.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm 0 Detecting Concealed Information in Text and Speech Shengli Hu https://www.aclweb.org/anthology/P19-1039.pdf
2019 ACL # optim-projection, arch-rnn, arch-gru, arch-att, arch-copy, arch-coverage, pre-glove, task-extractive, task-seq2seq 1 Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization Manling Li, Lingyu Zhang, Heng Ji, Richard J. Radke https://www.aclweb.org/anthology/P19-1210.pdf
2019 ACL # optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, pre-word2vec, pre-glove 1 Divide, Conquer and Combine: Hierarchical Feature Fusion Network with Local and Global Perspectives for Multimodal Affective Computing Sijie Mai, Haifeng Hu, Songlong Xing https://www.aclweb.org/anthology/P19-1046.pdf
2019 ACL # train-mll, arch-lstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, loss-svd 1 Relational Word Embeddings Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert https://www.aclweb.org/anthology/P19-1318.pdf
2019 ACL # optim-adam, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, task-textpair 0 Predicting Human Activities from User-Generated Content Steven Wilson, Rada Mihalcea https://www.aclweb.org/anthology/P19-1245.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-fasttext, pre-glove, latent-vae, task-relation 1 An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Ruidan He, Wee Sun Lee, Hwee Tou Ng, Daniel Dahlmeier https://www.aclweb.org/anthology/P19-1048.pdf
2019 ACL # optim-adam, pool-max, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, pre-paravec, task-condlm, task-seq2seq 1 Improving Visual Question Answering by Referring to Generated Paragraph Captions Hyounghun Kim, Mohit Bansal https://www.aclweb.org/anthology/P19-1351.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq 3 Neural News Recommendation with Long- and Short-term User Representations Mingxiao An, Fangzhao Wu, Chuhan Wu, Kun Zhang, Zheng Liu, Xing Xie https://www.aclweb.org/anthology/P19-1033.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mll, arch-coverage, arch-subword, pre-glove, loss-svd, loss-margin, task-textpair 1 Generalized Tuning of Distributional Word Vectors for Monolingual and Cross-Lingual Lexical Entailment Goran Glavaš, Ivan Vulić https://www.aclweb.org/anthology/P19-1476.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, pre-glove, struct-crf, task-seqlab 3 Joint Entity Extraction and Assertion Detection for Clinical Text Parminder Bhatia, Busra Celikkaya, Mohammed Khalilia https://www.aclweb.org/anthology/P19-1091.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-glove, pre-bert, task-textclass, task-seqlab, task-seq2seq 4 DocRED: A Large-Scale Document-Level Relation Extraction Dataset Yuan Yao, Deming Ye, Peng Li, Xu Han, Yankai Lin, Zhenghao Liu, Zhiyuan Liu, Lixin Huang, Jie Zhou, Maosong Sun https://www.aclweb.org/anthology/P19-1074.pdf
2019 ACL # optim-projection, arch-coverage, pre-word2vec, pre-glove, pre-bert, latent-vae, latent-topic, loss-cca, loss-svd, task-textclass 0 Word2Sense: Sparse Interpretable Word Embeddings Abhishek Panigrahi, Harsha Vardhan Simhadri, Chiranjib Bhattacharyya https://www.aclweb.org/anthology/P19-1570.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, pre-glove, loss-cca, task-seq2seq 0 Exploring Author Context for Detecting Intended vs Perceived Sarcasm Silviu Oprea, Walid Magdy https://www.aclweb.org/anthology/P19-1275.pdf
2019 ACL # train-augment, arch-rnn, arch-lstm, arch-att, arch-bilinear, arch-coverage, search-beam, pre-glove 10 Stay on the Path: Instruction Fidelity in Vision-and-Language Navigation Vihan Jain, Gabriel Magalhaes, Alexander Ku, Ashish Vaswani, Eugene Ie, Jason Baldridge https://www.aclweb.org/anthology/P19-1181.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-copy, pre-glove, task-condlm, task-seq2seq 2 Bridging by Word: Image Grounded Vocabulary Construction for Visual Captioning Zhihao Fan, Zhongyu Wei, Siyuan Wang, Xuanjing Huang https://www.aclweb.org/anthology/P19-1652.pdf
2019 ACL # optim-adam, pre-word2vec, pre-glove, task-textclass 0 A Transparent Framework for Evaluating Unintended Demographic Bias in Word Embeddings Chris Sweeney, Maryam Najafian https://www.aclweb.org/anthology/P19-1162.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-relation 2 Multi-grained Named Entity Recognition Congying Xia, Chenwei Zhang, Tao Yang, Yaliang Li, Nan Du, Xian Wu, Wei Fan, Fenglong Ma, Philip Yu https://www.aclweb.org/anthology/P19-1138.pdf
2019 ACL # optim-adam, init-glorot, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, loss-nce, task-seq2seq 0 Joint Effects of Context and User History for Predicting Online Conversation Re-entries Xingshan Zeng, Jing Li, Lu Wang, Kam-Fai Wong https://www.aclweb.org/anthology/P19-1270.pdf
2019 ACL # optim-adam, optim-adagrad, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, search-beam, pre-glove, pre-bert, adv-examp, latent-vae, task-spanlab, task-seq2seq 3 Learning to Ask Unanswerable Questions for Machine Reading Comprehension Haichao Zhu, Li Dong, Furu Wei, Wenhui Wang, Bing Qin, Ting Liu https://www.aclweb.org/anthology/P19-1415.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, struct-crf, task-textclass 0 Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes Jie Cao, Michael Tanana, Zac Imel, Eric Poitras, David Atkins, Vivek Srikumar https://www.aclweb.org/anthology/P19-1563.pdf
2019 ACL # optim-adam, arch-lstm, arch-att, pre-glove, task-textpair 0 Modeling Affirmative and Negated Action Processing in the Brain with Lexical and Compositional Semantic Models Vesna Djokic, Jean Maillard, Luana Bulat, Ekaterina Shutova https://www.aclweb.org/anthology/P19-1508.pdf
2019 ACL # optim-adam, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-transformer, search-beam, pre-glove, pre-elmo, pre-bert, task-lm 1 Relating Simple Sentence Representations in Deep Neural Networks and the Brain Sharmistha Jat, Hao Tang, Partha Talukdar, Tom Mitchell https://www.aclweb.org/anthology/P19-1507.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-residual, arch-memo, comb-ensemble, pre-glove, task-textpair, task-condlm, task-tree 2 Simple and Effective Text Matching with Richer Alignment Features Runqi Yang, Jianhai Zhang, Xing Gao, Feng Ji, Haiqing Chen https://www.aclweb.org/anthology/P19-1465.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, norm-gradient, arch-rnn, arch-lstm, arch-gcnn, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-glove, task-tree 2 Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network Sunil Kumar Sahu, Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/P19-1423.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, pre-glove, task-spanlab, task-seq2seq 0 Inferential Machine Comprehension: Answering Questions by Recursively Deducing the Evidence Chain from Text Jianxing Yu, Zhengjun Zha, Jian Yin https://www.aclweb.org/anthology/P19-1217.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-max, pool-mean, arch-cnn, pre-glove, task-textclass, task-lm, task-seq2seq 4 MOROCO: The Moldavian and Romanian Dialectal Corpus Andrei Butnaru, Radu Tudor Ionescu https://www.aclweb.org/anthology/P19-1068.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-bilinear, pre-glove, task-spanlab 0 Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension Daesik Kim, Seonhoon Kim, Nojun Kwak https://www.aclweb.org/anthology/P19-1347.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-transformer, search-beam, pre-glove, pre-bert, task-lm, task-condlm, task-seq2seq 1 Comparison of Diverse Decoding Methods from Conditional Language Models Daphne Ippolito, Reno Kriz, Joao Sedoc, Maria Kustikova, Chris Callison-Burch https://www.aclweb.org/anthology/P19-1365.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq, meta-init 5 Domain Adaptive Dialog Generation via Meta Learning Kun Qian, Zhou Yu https://www.aclweb.org/anthology/P19-1253.pdf
2019 ACL # optim-adam, arch-lstm, pre-glove, struct-crf, task-textpair 14 A Large-Scale Corpus for Conversation Disentanglement Jonathan K. Kummerfeld, Sai R. Gouravajhala, Joseph J. Peper, Vignesh Athreya, Chulaka Gunasekara, Jatin Ganhotra, Siva Sankalp Patel, Lazaros C Polymenakos, Walter Lasecki https://www.aclweb.org/anthology/P19-1374.pdf
2019 ACL # optim-adam, optim-adadelta, optim-projection, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, task-spanlab, task-condlm 3 Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives Yi Tay, Shuohang Wang, Anh Tuan Luu, Jie Fu, Minh C. Phan, Xingdi Yuan, Jinfeng Rao, Siu Cheung Hui, Aston Zhang https://www.aclweb.org/anthology/P19-1486.pdf
2019 ACL # train-mtl, pool-max, arch-lstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-coverage, pre-fasttext, pre-glove, adv-examp, task-textclass, task-textpair, task-lm, task-tree 10 Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications Wei Zhao, Haiyun Peng, Steffen Eger, Erik Cambria, Min Yang https://www.aclweb.org/anthology/P19-1150.pdf
2019 ACL # optim-adam, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-glove, pre-skipthought, task-textclass 0 Encoding Social Information with Graph Convolutional Networks forPolitical Perspective Detection in News Media Chang Li, Dan Goldwasser https://www.aclweb.org/anthology/P19-1247.pdf
2019 ACL # optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, pre-glove, pre-elmo, latent-topic, task-textclass 9 The Risk of Racial Bias in Hate Speech Detection Maarten Sap, Dallas Card, Saadia Gabriel, Yejin Choi, Noah A. Smith https://www.aclweb.org/anthology/P19-1163.pdf
2019 ACL # init-glorot, train-transfer, arch-lstm, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-train, latent-topic, task-textclass, task-lm 1 Zero-Shot Entity Linking by Reading Entity Descriptions Lajanugen Logeswaran, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Jacob Devlin, Honglak Lee https://www.aclweb.org/anthology/P19-1335.pdf
2019 ACL # reg-dropout, arch-rnn, arch-lstm, arch-cnn, pre-glove, pre-elmo, task-lm, task-relation 0 Identifying Visible Actions in Lifestyle Vlogs Oana Ignat, Laura Burdick, Jia Deng, Rada Mihalcea https://www.aclweb.org/anthology/P19-1643.pdf
2019 ACL # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, struct-crf, latent-topic, loss-nce, task-textpair, task-seqlab, task-lm 1 Deep Neural Model Inspection and Comparison via Functional Neuron Pathways James Fiacco, Samridhi Choudhary, Carolyn Rose https://www.aclweb.org/anthology/P19-1575.pdf
2019 ACL # optim-adam, train-transfer, arch-lstm, arch-treelstm, arch-bilinear, arch-coverage, search-viterbi, pre-glove, pre-elmo, task-textpair, task-relation, task-tree 0 Automatic Generation of High Quality CCGbanks for Parser Domain Adaptation Masashi Yoshikawa, Hiroshi Noji, Koji Mineshima, Daisuke Bekki https://www.aclweb.org/anthology/P19-1013.pdf
2019 ACL # optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, comb-ensemble, pre-glove, task-textclass, task-condlm, task-seq2seq 10 Multi-step Reasoning via Recurrent Dual Attention for Visual Dialog Zhe Gan, Yu Cheng, Ahmed Kholy, Linjie Li, Jingjing Liu, Jianfeng Gao https://www.aclweb.org/anthology/P19-1648.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-cnn, pre-glove, task-seqlab 0 Automatically Identifying Complaints in Social Media Daniel Preoţiuc-Pietro, Mihaela Gaman, Nikolaos Aletras https://www.aclweb.org/anthology/P19-1495.pdf
2019 ACL # reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-glove, struct-crf, adv-train, task-seqlab 1 Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records Max Friedrich, Arne Köhn, Gregor Wiedemann, Chris Biemann https://www.aclweb.org/anthology/P19-1584.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, train-transfer, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-greedy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree 1 Complex Question Decomposition for Semantic Parsing Haoyu Zhang, Jingjing Cai, Jianjun Xu, Ji Wang https://www.aclweb.org/anthology/P19-1440.pdf
2019 ACL # optim-projection, train-mll, arch-subword, pre-fasttext, pre-glove, task-lexicon 4 Are Girls Neko or Shōjo? Cross-Lingual Alignment of Non-Isomorphic Embeddings with Iterative Normalization Mozhi Zhang, Keyulu Xu, Ken-ichi Kawarabayashi, Stefanie Jegelka, Jordan Boyd-Graber https://www.aclweb.org/anthology/P19-1307.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-memo, pre-glove, latent-topic, task-lm, task-alignment 1 Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting Jeanne E. Daniel, Willie Brink, Ryan Eloff, Charles Copley https://www.aclweb.org/anthology/P19-1090.pdf
2019 ACL # reg-dropout, train-mll, arch-rnn, arch-gru, arch-bigru, arch-att, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-seq2seq 1 Towards Integration of Statistical Hypothesis Tests into Deep Neural Networks Ahmad Aghaebrahimian, Mark Cieliebak https://www.aclweb.org/anthology/P19-1557.pdf
2019 ACL # optim-adam, optim-projection, pre-glove, latent-vae 3 Understanding Undesirable Word Embedding Associations Kawin Ethayarajh, David Duvenaud, Graeme Hirst https://www.aclweb.org/anthology/P19-1166.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, norm-layer, train-augment, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, search-greedy, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, task-tree, task-graph 2 Generating Logical Forms from Graph Representations of Text and Entities Peter Shaw, Philip Massey, Angelica Chen, Francesco Piccinno, Yasemin Altun https://www.aclweb.org/anthology/P19-1010.pdf
2019 ACL # optim-sgd, optim-projection, train-transfer, arch-coverage, pre-glove, loss-svd, task-textpair 6 Inferring Concept Hierarchies from Text Corpora via Hyperbolic Embeddings Matthew Le, Stephen Roller, Laetitia Papaxanthos, Douwe Kiela, Maximilian Nickel https://www.aclweb.org/anthology/P19-1313.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-word2vec, pre-glove, task-textclass 2 From Surrogacy to Adoption; From Bitcoin to Cryptocurrency: Debate Topic Expansion Roy Bar-Haim, Dalia Krieger, Orith Toledo-Ronen, Lilach Edelstein, Yonatan Bilu, Alon Halfon, Yoav Katz, Amir Menczel, Ranit Aharonov, Noam Slonim https://www.aclweb.org/anthology/P19-1094.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-coverage, comb-ensemble, pre-glove, task-tree 0 Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader Wenhan Xiong, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/P19-1417.pdf
2019 ACL # reg-dropout, train-transfer, train-active, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-textclass, task-seqlab 1 The Language of Legal and Illegal Activity on the Darknet Leshem Choshen, Dan Eldad, Daniel Hershcovich, Elior Sulem, Omri Abend https://www.aclweb.org/anthology/P19-1419.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm 20 What Does BERT Learn about the Structure of Language? Ganesh Jawahar, Benoît Sagot, Djamé Seddah https://www.aclweb.org/anthology/P19-1356.pdf
2019 ACL # init-glorot, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-relation 0 Embedding Time Expressions for Deep Temporal Ordering Models Tanya Goyal, Greg Durrett https://www.aclweb.org/anthology/P19-1433.pdf
2019 ACL # optim-adam, reg-stopping, pool-max, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-condlm, task-seq2seq 1 Constructing Interpretive Spatio-Temporal Features for Multi-Turn Responses Selection Junyu Lu, Chenbin Zhang, Zeying Xie, Guang Ling, Tom Chao Zhou, Zenglin Xu https://www.aclweb.org/anthology/P19-1006.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, comb-ensemble, search-beam, search-viterbi, pre-glove, loss-nce, task-seq2seq, task-graph 5 Constrained Decoding for Neural NLG from Compositional Representations in Task-Oriented Dialogue Anusha Balakrishnan, Jinfeng Rao, Kartikeya Upasani, Michael White, Rajen Subba https://www.aclweb.org/anthology/P19-1080.pdf
2019 ACL # train-mtl, arch-att, pre-glove, latent-vae, task-textpair 0 Evidence-based Trustworthiness Yi Zhang, Zachary Ives, Dan Roth https://www.aclweb.org/anthology/P19-1040.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, nondif-reinforce, task-extractive, task-lm, task-condlm, task-seq2seq, task-lexicon 2 Sentence Mover’s Similarity: Automatic Evaluation for Multi-Sentence Texts Elizabeth Clark, Asli Celikyilmaz, Noah A. Smith https://www.aclweb.org/anthology/P19-1264.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-gradient, train-mtl, train-mll, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, search-beam, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm 3 GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling Yijin Liu, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou https://www.aclweb.org/anthology/P19-1233.pdf
2019 ACL # train-transfer, arch-cnn, pre-glove, pre-bert 0 Towards Multimodal Sarcasm Detection (An _Obviously_ Perfect Paper) Santiago Castro, Devamanyu Hazarika, Verónica Pérez-Rosas, Roger Zimmermann, Rada Mihalcea, Soujanya Poria https://www.aclweb.org/anthology/P19-1455.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-glove, task-spanlab, task-seq2seq 2 Explicit Utilization of General Knowledge in Machine Reading Comprehension Chao Wang, Hui Jiang https://www.aclweb.org/anthology/P19-1219.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, comb-ensemble, pre-glove, latent-topic, task-condlm 1 Categorizing and Inferring the Relationship between the Text and Image of Twitter Posts Alakananda Vempala, Daniel Preoţiuc-Pietro https://www.aclweb.org/anthology/P19-1272.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-att, pre-word2vec, pre-glove 2 Figurative Usage Detection of Symptom Words to Improve Personal Health Mention Detection Adith Iyer, Aditya Joshi, Sarvnaz Karimi, Ross Sparks, Cecile Paris https://www.aclweb.org/anthology/P19-1108.pdf
2019 ACL # optim-adam, optim-amsgrad, init-glorot, reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, struct-crf, task-relation, task-tree 1 Second-Order Semantic Dependency Parsing with End-to-End Neural Networks Xinyu Wang, Jingxian Huang, Kewei Tu https://www.aclweb.org/anthology/P19-1454.pdf
2019 ACL # train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, pre-glove, adv-examp, adv-train, task-textclass 68 Generating Natural Language Adversarial Examples through Probability Weighted Word Saliency Shuhuai Ren, Yihe Deng, Kun He, Wanxiang Che https://www.aclweb.org/anthology/P19-1103.pdf
2019 ACL # optim-adam, init-glorot, norm-batch, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-glove, task-textclass, task-textpair, task-lm, task-seq2seq 4 Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks Yi Tay, Aston Zhang, Anh Tuan Luu, Jinfeng Rao, Shuai Zhang, Shuohang Wang, Jie Fu, Siu Cheung Hui https://www.aclweb.org/anthology/P19-1145.pdf
2019 ACL # optim-projection, pre-word2vec, pre-glove, loss-svd, task-lm, task-seq2seq 2 On the Compositionality Prediction of Noun Phrases using Poincaré Embeddings Abhik Jana, Dima Puzyrev, Alexander Panchenko, Pawan Goyal, Chris Biemann, Animesh Mukherjee https://www.aclweb.org/anthology/P19-1316.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, reg-patience, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-relation, task-tree, task-graph, task-alignment 4 Compositional Semantic Parsing across Graphbanks Matthias Lindemann, Jonas Groschwitz, Alexander Koller https://www.aclweb.org/anthology/P19-1450.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-spanlab 0 Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts Jong-Hoon Oh, Kazuma Kadowaki, Julien Kloetzer, Ryu Iida, Kentaro Torisawa https://www.aclweb.org/anthology/P19-1414.pdf
2019 ACL # optim-projection, arch-lstm, arch-att, arch-coverage, pre-glove, task-tree 0 SParC: Cross-Domain Semantic Parsing in Context Tao Yu, Rui Zhang, Michihiro Yasunaga, Yi Chern Tan, Xi Victoria Lin, Suyi Li, Heyang Er, Irene Li, Bo Pang, Tao Chen, Emily Ji, Shreya Dixit, David Proctor, Sungrok Shim, Jonathan Kraft, Vincent Zhang, Caiming Xiong, Richard Socher, Dragomir Radev https://www.aclweb.org/anthology/P19-1443.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, loss-margin, task-textpair, task-seq2seq, task-relation 1 Sentence-Level Evidence Embedding for Claim Verification with Hierarchical Attention Networks Jing Ma, Wei Gao, Shafiq Joty, Kam-Fai Wong https://www.aclweb.org/anthology/P19-1244.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-elmo, pre-bert, struct-crf, task-textpair, task-seqlab, task-spanlab, task-seq2seq 2 Augmenting Neural Networks with First-order Logic Tao Li, Vivek Srikumar https://www.aclweb.org/anthology/P19-1028.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-worddropout, reg-stopping, train-mtl, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textclass, task-lm, task-condlm 1 Neural Legal Judgment Prediction in English Ilias Chalkidis, Ion Androutsopoulos, Nikolaos Aletras https://www.aclweb.org/anthology/P19-1424.pdf
2019 ACL # optim-adam, reg-dropout, norm-batch, norm-gradient, arch-lstm, arch-att, arch-coverage, pre-glove, task-textclass, task-textpair, task-seq2seq 2 Selection Bias Explorations and Debias Methods for Natural Language Sentence Matching Datasets Guanhua Zhang, Bing Bai, Jian Liang, Kun Bai, Shiyu Chang, Mo Yu, Conghui Zhu, Tiejun Zhao https://www.aclweb.org/anthology/P19-1435.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, struct-hmm, task-textpair, task-lm, task-seq2seq 1 Knowledge-aware Pronoun Coreference Resolution Hongming Zhang, Yan Song, Yangqiu Song, Dong Yu https://www.aclweb.org/anthology/P19-1083.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, comb-ensemble, pre-glove, latent-vae 3 Graph Neural Networks with Generated Parameters for Relation Extraction Hao Zhu, Yankai Lin, Zhiyuan Liu, Jie Fu, Tat-Seng Chua, Maosong Sun https://www.aclweb.org/anthology/P19-1128.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-att, arch-coverage, search-beam, pre-glove, task-seq2seq 0 Argument Generation with Retrieval, Planning, and Realization Xinyu Hua, Zhe Hu, Lu Wang https://www.aclweb.org/anthology/P19-1255.pdf
2019 ACL # optim-sgd, reg-norm, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, search-viterbi, pre-glove, pre-elmo, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq 0 Cross-Domain NER using Cross-Domain Language Modeling Chen Jia, Xiaobo Liang, Yue Zhang https://www.aclweb.org/anthology/P19-1236.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, pool-max, arch-rnn, arch-cnn, arch-coverage, search-beam, pre-glove, pre-skipthought, task-textpair, task-lm 0 A Cross-Domain Transferable Neural Coherence Model Peng Xu, Hamidreza Saghir, Jin Sung Kang, Teng Long, Avishek Joey Bose, Yanshuai Cao, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/P19-1067.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gnn, arch-subword, pre-glove, task-seq2seq, meta-init 0 Embedding Imputation with Grounded Language Information Ziyi Yang, Chenguang Zhu, Vin Sachidananda, Eric Darve https://www.aclweb.org/anthology/P19-1326.pdf
2019 ACL # optim-adam, optim-adadelta, norm-gradient, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm, task-seq2seq 1 Gated Embeddings in End-to-End Speech Recognition for Conversational-Context Fusion Suyoun Kim, Siddharth Dalmia, Florian Metze https://www.aclweb.org/anthology/P19-1107.pdf
2019 ACL # arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm 1 Complex Word Identification as a Sequence Labelling Task Sian Gooding, Ekaterina Kochmar https://www.aclweb.org/anthology/P19-1109.pdf
2019 ACL # optim-adam, pool-max, arch-lstm, arch-att, arch-memo, pre-glove, task-textpair, task-condlm 10 Dialogue Natural Language Inference Sean Welleck, Jason Weston, Arthur Szlam, Kyunghyun Cho https://www.aclweb.org/anthology/P19-1363.pdf
2019 ACL # reg-stopping, arch-rnn, arch-lstm, arch-bilstm, arch-coverage, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab 1 Towards Improving Neural Named Entity Recognition with Gazetteers Tianyu Liu, Jin-Ge Yao, Chin-Yew Lin https://www.aclweb.org/anthology/P19-1524.pdf
2019 ACL # optim-adam, train-mll, train-transfer, arch-gru, arch-att, arch-memo, arch-transformer, pre-glove, pre-bert, task-spanlab, task-lm, task-seq2seq, task-alignment 3 XQA: A Cross-lingual Open-domain Question Answering Dataset Jiahua Liu, Yankai Lin, Zhiyuan Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1227.pdf
2019 ACL # optim-adam, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, pre-glove, pre-skipthought, pre-bert, task-textpair, task-lm, task-tree 0 Towards Lossless Encoding of Sentences Gabriele Prato, Mathieu Duchesneau, Sarath Chandar, Alain Tapp https://www.aclweb.org/anthology/P19-1153.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-gating, pre-glove, struct-crf, adv-train, loss-nce, task-textclass, task-seqlab, task-lm 0 Multi-Task Networks with Universe, Group, and Task Feature Learning Shiva Pentyala, Mengwen Liu, Markus Dreyer https://www.aclweb.org/anthology/P19-1079.pdf
2019 ACL # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-condlm 0 What You Say and How You Say It Matters: Predicting Stock Volatility Using Verbal and Vocal Cues Yu Qin, Yi Yang https://www.aclweb.org/anthology/P19-1038.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-glove, pre-bert, task-spanlab, task-seq2seq 4 Conversing by Reading: Contentful Neural Conversation with On-demand Machine Reading Lianhui Qin, Michel Galley, Chris Brockett, Xiaodong Liu, Xiang Gao, Bill Dolan, Yejin Choi, Jianfeng Gao https://www.aclweb.org/anthology/P19-1539.pdf
2019 ACL # optim-adadelta, arch-lstm, arch-bilstm, arch-cnn, arch-transformer, pre-glove, struct-crf, task-seqlab 4 Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun https://www.aclweb.org/anthology/P19-1511.pdf
2019 ACL # optim-adam, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, pre-elmo, loss-margin, task-lm, task-condlm, task-seq2seq 0 Multi-grained Attention with Object-level Grounding for Visual Question Answering Pingping Huang, Jianhui Huang, Yuqing Guo, Min Qiao, Yong Zhu https://www.aclweb.org/anthology/P19-1349.pdf
2019 ACL # arch-lstm, arch-att, arch-memo, pre-glove 2 Context-aware Embedding for Targeted Aspect-based Sentiment Analysis Bin Liang, Jiachen Du, Ruifeng Xu, Binyang Li, Hejiao Huang https://www.aclweb.org/anthology/P19-1462.pdf
2019 ACL # optim-sgd, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-coverage, arch-subword, pre-word2vec, pre-glove, loss-svd, task-lm, task-seq2seq, task-lexicon, task-alignment 0 A Multilingual BPE Embedding Space for Universal Sentiment Lexicon Induction Mengjie Zhao, Hinrich Schütze https://www.aclweb.org/anthology/P19-1341.pdf
2019 ACL # reg-dropout, reg-patience, arch-rnn, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textclass, task-lm 1 Large-Scale Multi-Label Text Classification on EU Legislation Ilias Chalkidis, Emmanouil Fergadiotis, Prodromos Malakasiotis, Ion Androutsopoulos https://www.aclweb.org/anthology/P19-1636.pdf
2019 ACL # optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-gating, arch-transformer, comb-ensemble, search-beam, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq 5 Multi-style Generative Reading Comprehension Kyosuke Nishida, Itsumi Saito, Kosuke Nishida, Kazutoshi Shinoda, Atsushi Otsuka, Hisako Asano, Junji Tomita https://www.aclweb.org/anthology/P19-1220.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, activ-relu, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, comb-ensemble, pre-glove, task-textclass, task-condlm 1 Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion Model Yitao Cai, Huiyu Cai, Xiaojun Wan https://www.aclweb.org/anthology/P19-1239.pdf
2019 ACL # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-elmo, task-lm, task-seq2seq, task-lexicon 0 LSTMEmbed: Learning Word and Sense Representations from a Large Semantically Annotated Corpus with Long Short-Term Memories Ignacio Iacobacci, Roberto Navigli https://www.aclweb.org/anthology/P19-1165.pdf
2019 ACL # optim-sgd, optim-adagrad, train-mtl, arch-recnn, arch-cnn, arch-att, pre-glove 1 Model-Agnostic Meta-Learning for Relation Classification with Limited Supervision Abiola Obamuyide, Andreas Vlachos https://www.aclweb.org/anthology/P19-1589.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, pre-glove 13 MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations Soujanya Poria, Devamanyu Hazarika, Navonil Majumder, Gautam Naik, Erik Cambria, Rada Mihalcea https://www.aclweb.org/anthology/P19-1050.pdf
2019 ACL # optim-adam, optim-adadelta, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, arch-subword, pre-glove, pre-bert, struct-crf, task-seqlab, task-spanlab, task-lm, task-seq2seq 1 A Lightweight Recurrent Network for Sequence Modeling Biao Zhang, Rico Sennrich https://www.aclweb.org/anthology/P19-1149.pdf
2019 ACL # optim-adam, optim-projection, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, arch-memo, pre-glove, adv-examp, adv-train, task-spanlab 2 Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA Yichen Jiang, Mohit Bansal https://www.aclweb.org/anthology/P19-1262.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab 3 Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension Yichen Jiang, Nitish Joshi, Yen-Chun Chen, Mohit Bansal https://www.aclweb.org/anthology/P19-1261.pdf
2019 ACL # optim-adagrad, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, adv-train, task-textpair, task-seqlab 5 OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs Seungwhan Moon, Pararth Shah, Anuj Kumar, Rajen Subba https://www.aclweb.org/anthology/P19-1081.pdf
2019 ACL # optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-subword, pre-glove, pre-elmo, task-textclass, task-lm, task-relation 2 Unsupervised Learning of PCFGs with Normalizing Flow Lifeng Jin, Finale Doshi-Velez, Timothy Miller, Lane Schwartz, William Schuler https://www.aclweb.org/anthology/P19-1234.pdf
2019 ACL # reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-glove, task-textpair 0 Recognising Agreement and Disagreement between Stances with Reason Comparing Networks Chang Xu, Cecile Paris, Surya Nepal, Ross Sparks https://www.aclweb.org/anthology/P19-1460.pdf
2019 ACL # optim-adam, optim-adadelta, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gnn, arch-att, arch-energy, search-beam, pre-glove, struct-crf, nondif-minrisk, task-textclass, task-seq2seq 3 Joint Type Inference on Entities and Relations via Graph Convolutional Networks Changzhi Sun, Yeyun Gong, Yuanbin Wu, Ming Gong, Daxin Jiang, Man Lan, Shiliang Sun, Nan Duan https://www.aclweb.org/anthology/P19-1131.pdf
2019 ACL # init-glorot, reg-stopping, train-mtl, arch-lstm, arch-memo, search-beam, pre-glove, latent-vae, task-seqlab, task-seq2seq, task-tree 2 Controllable Paraphrase Generation with a Syntactic Exemplar Mingda Chen, Qingming Tang, Sam Wiseman, Kevin Gimpel https://www.aclweb.org/anthology/P19-1599.pdf
2019 ACL # reg-norm, arch-att, arch-subword, pre-fasttext, pre-glove, latent-vae, latent-topic, task-textclass, task-lm 0 Word and Document Embedding with vMF-Mixture Priors on Context Word Vectors Shoaib Jameel, Steven Schockaert https://www.aclweb.org/anthology/P19-1321.pdf
2019 ACL # optim-sgd, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, comb-ensemble, pre-glove, task-seq2seq 1 A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation Feng Nie, Jin-Ge Yao, Jinpeng Wang, Rong Pan, Chin-Yew Lin https://www.aclweb.org/anthology/P19-1256.pdf
2019 ACL # optim-adam, reg-stopping, arch-att, pre-glove 0 Making Fast Graph-based Algorithms with Graph Metric Embeddings Andrey Kutuzov, Mohammad Dorgham, Oleksiy Oliynyk, Chris Biemann, Alexander Panchenko https://www.aclweb.org/anthology/P19-1325.pdf
2019 ACL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-copy, pre-glove, nondif-minrisk, latent-vae, task-seq2seq, task-relation 7 Towards Explainable NLP: A Generative Explanation Framework for Text Classification Hui Liu, Qingyu Yin, William Yang Wang https://www.aclweb.org/anthology/P19-1560.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-fasttext, pre-glove, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation, task-alignment 1 Exploring Sequence-to-Sequence Learning in Aspect Term Extraction Dehong Ma, Sujian Li, Fangzhao Wu, Xing Xie, Houfeng Wang https://www.aclweb.org/anthology/P19-1344.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-glove, pre-bert, adv-examp, adv-train, task-textpair 17 Probing Neural Network Comprehension of Natural Language Arguments Timothy Niven, Hung-Yu Kao https://www.aclweb.org/anthology/P19-1459.pdf
2019 ACL # optim-adam, reg-stopping, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, pre-glove, latent-vae, loss-nce, task-seqlab 0 Distant Learning for Entity Linking with Automatic Noise Detection Phong Le, Ivan Titov https://www.aclweb.org/anthology/P19-1400.pdf
2019 ACL # optim-adagrad, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-memo, arch-transformer, pre-glove, pre-skipthought, task-textpair, task-lm, task-seq2seq 0 You Only Need Attention to Traverse Trees Mahtab Ahmed, Muhammad Rifayat Samee, Robert E. Mercer https://www.aclweb.org/anthology/P19-1030.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree 0 Reinforced Dynamic Reasoning for Conversational Question Generation Boyuan Pan, Hao Li, Ziyu Yao, Deng Cai, Huan Sun https://www.aclweb.org/anthology/P19-1203.pdf
2019 ACL # train-mtl, arch-lstm, arch-att, arch-coverage, pre-glove, task-textpair, task-spanlab 0 Delta Embedding Learning Xiao Zhang, Ji Wu, Dejing Dou https://www.aclweb.org/anthology/P19-1322.pdf
2019 ACL # optim-sgd, optim-adam, arch-lstm, arch-bilstm, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm 3 Don’t Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference Yonatan Belinkov, Adam Poliak, Stuart Shieber, Benjamin Van Durme, Alexander Rush https://www.aclweb.org/anthology/P19-1084.pdf
2019 ACL # init-glorot, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textpair, task-lm 1 Exploring Numeracy in Word Embeddings Aakanksha Naik, Abhilasha Ravichander, Carolyn Rose, Eduard Hovy https://www.aclweb.org/anthology/P19-1329.pdf
2019 ACL # optim-adagrad, reg-dropout, reg-norm, norm-gradient, train-mtl, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, pre-glove, task-seq2seq, task-graph 0 Tree Communication Models for Sentiment Analysis Yuan Zhang, Yue Zhang https://www.aclweb.org/anthology/P19-1342.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, pre-glove, task-textclass 3 Deep Unknown Intent Detection with Margin Loss Ting-En Lin, Hua Xu https://www.aclweb.org/anthology/P19-1548.pdf
2019 ACL # optim-adam, init-glorot, norm-layer, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Text Categorization by Learning Predominant Sense of Words as Auxiliary Task Kazuya Shimura, Jiyi Li, Fumiyo Fukumoto https://www.aclweb.org/anthology/P19-1105.pdf
2019 ACL # optim-sgd, train-mll, arch-lstm, arch-recnn, arch-att, pre-glove, task-lm 3 Modeling Semantic Compositionality with Sememe Knowledge Fanchao Qi, Junjie Huang, Chenghao Yang, Zhiyuan Liu, Xiao Chen, Qun Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1571.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, pre-paravec, pre-bert, task-relation 1 Multi-Task Learning for Coherence Modeling Youmna Farag, Helen Yannakoudakis https://www.aclweb.org/anthology/P19-1060.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-stopping, reg-patience, train-active, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-glove, pre-bert, struct-cfg, adv-train, latent-vae, latent-topic, task-textclass, task-lm 1 Variational Pretraining for Semi-supervised Text Classification Suchin Gururangan, Tam Dang, Dallas Card, Noah A. Smith https://www.aclweb.org/anthology/P19-1590.pdf
2019 ACL # reg-dropout, reg-stopping, arch-att, pre-word2vec, pre-glove, latent-vae, task-seqlab 1 Boosting Entity Linking Performance by Leveraging Unlabeled Documents Phong Le, Ivan Titov https://www.aclweb.org/anthology/P19-1187.pdf
2019 ACL # reg-decay, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-tree 8 Explain Yourself! Leveraging Language Models for Commonsense Reasoning Nazneen Fatema Rajani, Bryan McCann, Caiming Xiong, Richard Socher https://www.aclweb.org/anthology/P19-1487.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, pre-glove, pre-skipthought, pre-elmo, task-textclass, task-textpair, task-lm, task-seq2seq 0 Encouraging Paragraph Embeddings to Remember Sentence Identity Improves Classification Tu Vu, Mohit Iyyer https://www.aclweb.org/anthology/P19-1638.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, nondif-reinforce, task-spanlab 1 Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming Data Moonsu Han, Minki Kang, Hyunwoo Jung, Sung Ju Hwang https://www.aclweb.org/anthology/P19-1434.pdf
2019 ACL # arch-rnn, arch-att, pre-word2vec, pre-fasttext, pre-glove, task-textclass, task-lm, task-condlm, task-seq2seq 3 VIFIDEL: Evaluating the Visual Fidelity of Image Descriptions Pranava Madhyastha, Josiah Wang, Lucia Specia https://www.aclweb.org/anthology/P19-1654.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq 1 Sequence Tagging with Contextual and Non-Contextual Subword Representations: A Multilingual Evaluation Benjamin Heinzerling, Michael Strube https://www.aclweb.org/anthology/P19-1027.pdf
2019 ACL # init-glorot, arch-lstm, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, task-textclass, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-relation 5 Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks Shikhar Vashishth, Manik Bhandari, Prateek Yadav, Piyush Rai, Chiranjib Bhattacharyya, Partha Talukdar https://www.aclweb.org/anthology/P19-1320.pdf
2019 ACL # pre-glove, latent-vae, latent-topic, task-textclass 0 Leveraging Meta Information in Short Text Aggregation He Zhao, Lan Du, Guanfeng Liu, Wray Buntine https://www.aclweb.org/anthology/P19-1396.pdf
2019 ACL # optim-adam, arch-lstm, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, adv-examp, task-textclass, task-textpair, task-lm 14 HellaSwag: Can a Machine Really Finish Your Sentence? Rowan Zellers, Ari Holtzman, Yonatan Bisk, Ali Farhadi, Yejin Choi https://www.aclweb.org/anthology/P19-1472.pdf
2019 ACL # optim-adam, train-augment, arch-lstm, arch-cnn, arch-att, comb-ensemble, search-greedy, search-beam, pre-glove, task-condlm, task-seq2seq, task-tree 2 Are You Looking? Grounding to Multiple Modalities in Vision-and-Language Navigation Ronghang Hu, Daniel Fried, Anna Rohrbach, Dan Klein, Trevor Darrell, Kate Saenko https://www.aclweb.org/anthology/P19-1655.pdf
2019 ACL # train-mtl, pool-mean, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-textclass, task-textpair, task-extractive, task-seq2seq 3 Searching for Effective Neural Extractive Summarization: What Works and What’s Next Ming Zhong, Pengfei Liu, Danqing Wang, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1100.pdf
2019 ACL # arch-coverage, pre-glove, task-textpair, task-relation 1 SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition Hongming Zhang, Hantian Ding, Yangqiu Song https://www.aclweb.org/anthology/P19-1071.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, search-beam, pre-glove, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq 0 A Cross-Sentence Latent Variable Model for Semi-Supervised Text Sequence Matching Jihun Choi, Taeuk Kim, Sang-goo Lee https://www.aclweb.org/anthology/P19-1469.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-augment, pool-max, pool-mean, arch-rnn, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, search-greedy, search-beam, pre-glove, pre-bert, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 7 AMR Parsing as Sequence-to-Graph Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/P19-1009.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-elmo, task-textpair, task-seq2seq, task-relation, task-tree 0 An Empirical Study of Span Representations in Argumentation Structure Parsing Tatsuki Kuribayashi, Hiroki Ouchi, Naoya Inoue, Paul Reisert, Toshinori Miyoshi, Jun Suzuki, Kentaro Inui https://www.aclweb.org/anthology/P19-1464.pdf
2019 ACL # optim-adam, norm-gradient, arch-gru, arch-cnn, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-seq2seq 1 Are Training Samples Correlated? Learning to Generate Dialogue Responses with Multiple References Lisong Qiu, Juntao Li, Wei Bi, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/P19-1372.pdf
2019 ACL # optim-sgd, optim-adam, train-mll, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-lm 0 Self-Attentive, Multi-Context One-Class Classification for Unsupervised Anomaly Detection on Text Lukas Ruff, Yury Zemlyanskiy, Robert Vandermeulen, Thomas Schnake, Marius Kloft https://www.aclweb.org/anthology/P19-1398.pdf
2019 ACL # optim-adam, optim-adadelta, reg-dropout, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, search-beam, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-seq2seq 4 Multi-Hop Paragraph Retrieval for Open-Domain Question Answering Yair Feldman, Ran El-Yaniv https://www.aclweb.org/anthology/P19-1222.pdf
2019 ACL # reg-stopping, train-transfer, arch-rnn, arch-att, pre-glove, pre-bert, task-spanlab, task-lm, task-tree 12 MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension Alon Talmor, Jonathan Berant https://www.aclweb.org/anthology/P19-1485.pdf
2019 ACL # train-mll, pre-glove, task-seqlab, task-seq2seq 1 Collocation Classification with Unsupervised Relation Vectors Luis Espinosa Anke, Steven Schockaert, Leo Wanner https://www.aclweb.org/anthology/P19-1576.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, search-beam, pre-glove, pre-elmo, task-spanlab 2 Exploiting Explicit Paths for Multi-hop Reading Comprehension Souvik Kundu, Tushar Khot, Ashish Sabharwal, Peter Clark https://www.aclweb.org/anthology/P19-1263.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove, task-textclass, task-seq2seq 0 Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis Jialong Tang, Ziyao Lu, Jinsong Su, Yubin Ge, Linfeng Song, Le Sun, Jiebo Luo https://www.aclweb.org/anthology/P19-1053.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-residual, arch-copy, pre-glove, task-lm, task-seq2seq 4 EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing Yue Dong, Zichao Li, Mehdi Rezagholizadeh, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/P19-1331.pdf
2019 ACL # arch-att, arch-selfatt, arch-subword, arch-transformer, pre-fasttext, pre-glove, pre-bert, latent-topic, task-lm 0 Context-specific Language Modeling for Human Trafficking Detection from Online Advertisements Saeideh Shahrokh Esfahani, Michael J. Cafarella, Maziyar Baran Pouyan, Gregory DeAngelo, Elena Eneva, Andy E. Fano https://www.aclweb.org/anthology/P19-1114.pdf
2019 ACL # optim-adam, optim-projection, train-mtl, train-transfer, arch-lstm, arch-coverage, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm, task-cloze 0 Topic Sensitive Attention on Generic Corpora Corrects Sense Bias in Pretrained Embeddings Vihari Piratla, Sunita Sarawagi, Soumen Chakrabarti https://www.aclweb.org/anthology/P19-1168.pdf
2019 ACL # optim-adam, optim-projection, reg-labelsmooth, train-transfer, activ-relu, pool-max, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, pre-glove, pre-bert, latent-topic, task-textpair, task-lm, task-seq2seq 2 Zero-shot Word Sense Disambiguation using Sense Definition Embeddings Sawan Kumar, Sharmistha Jat, Karan Saxena, Partha Talukdar https://www.aclweb.org/anthology/P19-1568.pdf
2019 ACL # optim-adam, reg-norm, train-mtl, train-mll, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-textpair, task-lm 0 EigenSent: Spectral sentence embeddings using higher-order Dynamic Mode Decomposition Subhradeep Kayal, George Tsatsaronis https://www.aclweb.org/anthology/P19-1445.pdf
2019 ACL # arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm, task-cloze 3 Classification and Clustering of Arguments with Contextualized Word Embeddings Nils Reimers, Benjamin Schiller, Tilman Beck, Johannes Daxenberger, Christian Stab, Iryna Gurevych https://www.aclweb.org/anthology/P19-1054.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, task-condlm, task-seq2seq 6 Attention Guided Graph Convolutional Networks for Relation Extraction Zhijiang Guo, Yan Zhang, Wei Lu https://www.aclweb.org/anthology/P19-1024.pdf
2019 ACL # train-transfer, arch-cnn, pre-glove, task-textclass, task-seqlab 8 Celebrity Profiling Matti Wiegmann, Benno Stein, Martin Potthast https://www.aclweb.org/anthology/P19-1249.pdf
2019 ACL # optim-adam, train-mll, arch-rnn, comb-ensemble, pre-word2vec, pre-glove, task-seq2seq 0 Course Concept Expansion in MOOCs with External Knowledge and Interactive Game Jifan Yu, Chenyu Wang, Gan Luo, Lei Hou, Juanzi Li, Zhiyuan Liu, Jie Tang https://www.aclweb.org/anthology/P19-1421.pdf
2019 ACL # optim-adam, init-glorot, reg-norm, arch-cnn, arch-att, arch-energy, pre-glove 0 Unsupervised Information Extraction: Regularizing Discriminative Approaches with Relation Distribution Losses Étienne Simon, Vincent Guigue, Benjamin Piwowarski https://www.aclweb.org/anthology/P19-1133.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-cnn, arch-att, arch-memo, pre-glove, task-textpair 1 Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhi-Xiu Ye, Zhen-Hua Ling https://www.aclweb.org/anthology/P19-1277.pdf
2019 ACL # arch-coverage, pre-word2vec, pre-glove, pre-bert, latent-topic, task-textclass, task-lm, task-graph 0 Towards Unsupervised Text Classification Leveraging Experts and Word Embeddings Zied Haj-Yahia, Adrien Sieg, Léa A. Deleris https://www.aclweb.org/anthology/P19-1036.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-active, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gating, arch-subword, pre-fasttext, pre-glove, task-lm, task-seq2seq 1 Low-resource Deep Entity Resolution with Transfer and Active Learning Jungo Kasai, Kun Qian, Sairam Gurajada, Yunyao Li, Lucian Popa https://www.aclweb.org/anthology/P19-1586.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, reg-patience, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-gating, search-viterbi, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq 1 Sentiment Tagging with Partial Labels using Modular Architectures Xiao Zhang, Dan Goldwasser https://www.aclweb.org/anthology/P19-1055.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-bilinear, pre-glove, pre-elmo, pre-bert, struct-crf, task-seq2seq, task-relation 3 A Unified Linear-Time Framework for Sentence-Level Discourse Parsing Xiang Lin, Shafiq Joty, Prathyusha Jwalapuram, M Saiful Bari https://www.aclweb.org/anthology/P19-1410.pdf
2019 ACL # optim-adagrad, init-glorot, norm-gradient, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, pre-glove, task-textclass, task-seq2seq 1 Evaluating Discourse in Structured Text Representations Elisa Ferracane, Greg Durrett, Junyi Jessy Li, Katrin Erk https://www.aclweb.org/anthology/P19-1062.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-memo, arch-copy, pre-glove, task-relation 4 GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction Tsu-Jui Fu, Peng-Hsuan Li, Wei-Yun Ma https://www.aclweb.org/anthology/P19-1136.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-transformer, pre-word2vec, pre-glove, pre-bert, adv-feat, task-seq2seq 1 Gender-preserving Debiasing for Pre-trained Word Embeddings Masahiro Kaneko, Danushka Bollegala https://www.aclweb.org/anthology/P19-1160.pdf
2019 ACL # pre-word2vec, pre-glove 0 Twitter Homophily: Network Based Prediction of User’s Occupation Jiaqi Pan, Rishabh Bhardwaj, Wei Lu, Hai Leong Chieu, Xinghao Pan, Ni Yi Puay https://www.aclweb.org/anthology/P19-1252.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, arch-lstm, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textclass, task-seq2seq 0 Unraveling Antonym’s Word Vectors through a Siamese-like Network Mathias Etcheverry, Dina Wonsever https://www.aclweb.org/anthology/P19-1319.pdf
2019 ACL # train-augment, train-parallel, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-transformer, pre-glove, pre-bert, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-relation 0 Self-Attention Architectures for Answer-Agnostic Neural Question Generation Thomas Scialom, Benjamin Piwowarski, Jacopo Staiano https://www.aclweb.org/anthology/P19-1604.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-glove, pre-elmo, task-lm, task-relation 1 Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolution Shany Barhom, Vered Shwartz, Alon Eirew, Michael Bugert, Nils Reimers, Ido Dagan https://www.aclweb.org/anthology/P19-1409.pdf
2019 EMNLP # optim-adam, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-seq2seq 0 Modelling the interplay of metaphor and emotion through multitask learning Verna Dankers, Marek Rei, Martha Lewis, Ekaterina Shutova https://www.aclweb.org/anthology/D19-1227.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 ner and pos when nothing is capitalized Stephen Mayhew, Tatiana Tsygankova, Dan Roth https://www.aclweb.org/anthology/D19-1650.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, search-beam, pre-glove, pre-bert, task-lm, task-seq2seq 0 Robust Navigation with Language Pretraining and Stochastic Sampling Xiujun Li, Chunyuan Li, Qiaolin Xia, Yonatan Bisk, Asli Celikyilmaz, Jianfeng Gao, Noah A. Smith, Yejin Choi https://www.aclweb.org/anthology/D19-1159.pdf
2019 EMNLP # train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq 0 “Transforming” Delete, Retrieve, Generate Approach for Controlled Text Style Transfer Akhilesh Sudhakar, Bhargav Upadhyay, Arjun Maheswaran https://www.aclweb.org/anthology/D19-1322.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-relation, task-tree 0 Syntax-aware Multilingual Semantic Role Labeling Shexia He, Zuchao Li, Hai Zhao https://www.aclweb.org/anthology/D19-1538.pdf
2019 EMNLP # reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-coverage, arch-transformer, pre-glove, task-textclass 0 Improving Relation Extraction with Knowledge-attention Pengfei Li, Kezhi Mao, Xuefeng Yang, Qi Li https://www.aclweb.org/anthology/D19-1022.pdf
2019 EMNLP # optim-adam, optim-projection, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-glove, pre-elmo, pre-bert, latent-vae, task-spanlab 0 Answering questions by learning to rank - Learning to rank by answering questions George Sebastian Pirtoaca, Traian Rebedea, Stefan Ruseti https://www.aclweb.org/anthology/D19-1256.pdf
2019 EMNLP # optim-adam, reg-norm, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq, task-lexicon 0 Cross-Cultural Transfer Learning for Text Classification Dor Ringel, Gal Lavee, Ido Guy, Kira Radinsky https://www.aclweb.org/anthology/D19-1400.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, pre-word2vec, pre-fasttext, pre-glove, latent-topic, task-textclass, task-lm 0 Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention Lei Cao, Huijun Zhang, Ling Feng, Zihan Wei, Xin Wang, Ningyun Li, Xiaohao He https://www.aclweb.org/anthology/D19-1181.pdf
2019 EMNLP # optim-adam, train-augment, arch-cnn, arch-att, arch-selfatt, pre-glove, adv-examp, adv-train, task-textclass, task-seqlab, task-lm 2 Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation Po-Sen Huang, Robert Stanforth, Johannes Welbl, Chris Dyer, Dani Yogatama, Sven Gowal, Krishnamurthy Dvijotham, Pushmeet Kohli https://www.aclweb.org/anthology/D19-1419.pdf
2019 EMNLP # optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, task-condlm 5 Dual Attention Networks for Visual Reference Resolution in Visual Dialog Gi-Cheon Kang, Jaeseo Lim, Byoung-Tak Zhang https://www.aclweb.org/anthology/D19-1209.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, struct-crf, task-lm, task-seq2seq 0 A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis Yunlong Liang, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou https://www.aclweb.org/anthology/D19-1559.pdf
2019 EMNLP # reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-coverage, pre-glove, pre-elmo, pre-bert, loss-svd, task-lm 0 Detect Camouflaged Spam Content via StoneSkipping: Graph and Text Joint Embedding for Chinese Character Variation Representation Zhuoren Jiang, Zhe Gao, Guoxiu He, Yangyang Kang, Changlong Sun, Qiong Zhang, Luo Si, Xiaozhong Liu https://www.aclweb.org/anthology/D19-1640.pdf
2019 EMNLP # optim-adam, reg-stopping, pool-max, comb-ensemble, pre-glove, task-textclass 0 Delta-training: Simple Semi-Supervised Text Classification using Pretrained Word Embeddings Hwiyeol Jo, Ceyda Cinarel https://www.aclweb.org/anthology/D19-1347.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, search-greedy, search-beam, pre-word2vec, pre-glove, loss-svd, task-seq2seq 0 Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning Tao Jin, Siyu Huang, Yingming Li, Zhongfei Zhang https://www.aclweb.org/anthology/D19-1207.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, reg-norm, reg-decay, arch-lstm, arch-bilstm, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 1 Designing and Interpreting Probes with Control Tasks John Hewitt, Percy Liang https://www.aclweb.org/anthology/D19-1275.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-cnn, pre-glove, struct-crf, latent-vae, task-lm 0 Learning with Noisy Labels for Sentence-level Sentiment Classification Hao Wang, Bing Liu, Chaozhuo Li, Yan Yang, Tianrui Li https://www.aclweb.org/anthology/D19-1655.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-max, arch-lstm, arch-att, arch-selfatt, pre-glove, task-spanlab 0 Ranking and Sampling in Open-Domain Question Answering Yanfu Xu, Zheng Lin, Yuanxin Liu, Rui Liu, Weiping Wang, Dan Meng https://www.aclweb.org/anthology/D19-1245.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, pre-glove, task-lm, task-tree 0 Span-based Hierarchical Semantic Parsing for Task-Oriented Dialog Panupong Pasupat, Sonal Gupta, Karishma Mandyam, Rushin Shah, Mike Lewis, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1163.pdf
2019 EMNLP # optim-adam, reg-decay, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, loss-nce, task-textpair, task-alignment 0 A Gated Self-attention Memory Network for Answer Selection Tuan Lai, Quan Hung Tran, Trung Bui, Daisuke Kihara https://www.aclweb.org/anthology/D19-1610.pdf
2019 EMNLP # optim-adagrad, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, arch-bilinear, pre-glove, task-textclass, task-relation, task-tree 0 Event Representation Learning Enhanced with External Commonsense Knowledge Xiao Ding, Kuo Liao, Ting Liu, Zhongyang Li, Junwen Duan https://www.aclweb.org/anthology/D19-1495.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-lstm, arch-cnn, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert 0 An Improved Neural Baseline for Temporal Relation Extraction Qiang Ning, Sanjay Subramanian, Dan Roth https://www.aclweb.org/anthology/D19-1642.pdf
2019 EMNLP # optim-adam, train-mll, train-augment, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-tree 0 Do NLP Models Know Numbers? Probing Numeracy in Embeddings Eric Wallace, Yizhong Wang, Sujian Li, Sameer Singh, Matt Gardner https://www.aclweb.org/anthology/D19-1534.pdf
2019 EMNLP # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-lm 1 Quantity doesn’t buy quality syntax with neural language models Marten van Schijndel, Aaron Mueller, Tal Linzen https://www.aclweb.org/anthology/D19-1592.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-viterbi, pre-glove, pre-elmo, struct-crf, task-seqlab, task-condlm 0 Phrase Grounding by Soft-Label Chain Conditional Random Field Jiacheng Liu, Julia Hockenmaier https://www.aclweb.org/anthology/D19-1515.pdf
2019 EMNLP # optim-adam, init-glorot, train-mtl, train-mll, train-active, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, search-viterbi, pre-glove, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation 0 Hierarchically-Refined Label Attention Network for Sequence Labeling Leyang Cui, Yue Zhang https://www.aclweb.org/anthology/D19-1422.pdf
2019 EMNLP # reg-stopping, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, meta-arch 1 Show Your Work: Improved Reporting of Experimental Results Jesse Dodge, Suchin Gururangan, Dallas Card, Roy Schwartz, Noah A. Smith https://www.aclweb.org/anthology/D19-1224.pdf
2019 EMNLP # optim-adam, pool-max, arch-cnn, arch-att, pre-glove, task-textclass 0 Human-grounded Evaluations of Explanation Methods for Text Classification Piyawat Lertvittayakumjorn, Francesca Toni https://www.aclweb.org/anthology/D19-1523.pdf
2019 EMNLP # reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove 0 Improving Fine-grained Entity Typing with Entity Linking Hongliang Dai, Donghong Du, Xin Li, Yangqiu Song https://www.aclweb.org/anthology/D19-1643.pdf
2019 EMNLP # arch-rnn, arch-coverage, pre-fasttext, pre-glove, task-textpair 0 Identifying and Explaining Discriminative Attributes Armins Stepanjans, André Freitas https://www.aclweb.org/anthology/D19-1440.pdf
2019 EMNLP # optim-adam, optim-projection, arch-coverage, pre-glove, pre-bert, task-textpair 0 Evaluating BERT for natural language inference: A case study on the CommitmentBank Nanjiang Jiang, Marie-Catherine de Marneffe https://www.aclweb.org/anthology/D19-1630.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-bert, latent-vae, task-seq2seq, task-tree 0 Data-Anonymous Encoding for Text-to-SQL Generation Zhen Dong, Shizhao Sun, Hongzhi Liu, Jian-Guang Lou, Dongmei Zhang https://www.aclweb.org/anthology/D19-1543.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm 0 DENS: A Dataset for Multi-class Emotion Analysis Chen Liu, Muhammad Osama, Anderson De Andrade https://www.aclweb.org/anthology/D19-1656.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, search-viterbi, pre-word2vec, pre-glove, pre-elmo, struct-crf, latent-vae, task-textpair, task-lm, task-seq2seq 0 A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing Zeyu Dai, Ruihong Huang https://www.aclweb.org/anthology/D19-1295.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-coverage, arch-transformer, pre-glove, pre-bert, task-seq2seq 0 Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss Cao Liu, Kang Liu, Shizhu He, Zaiqing Nie, Jun Zhao https://www.aclweb.org/anthology/D19-1247.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, pre-glove, task-seq2seq 0 Referring Expression Generation Using Entity Profiles Meng Cao, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/D19-1312.pdf
2019 EMNLP # pre-glove, pre-skipthought, pre-elmo, task-seq2seq, task-tree 0 Split or Merge: Which is Better for Unsupervised RST Parsing? Naoki Kobayashi, Tsutomu Hirao, Kengo Nakamura, Hidetaka Kamigaito, Manabu Okumura, Masaaki Nagata https://www.aclweb.org/anthology/D19-1587.pdf
2019 EMNLP # reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textpair, task-spanlab, task-seq2seq, task-tree, task-graph 0 Don’t paraphrase, detect! Rapid and Effective Data Collection for Semantic Parsing Jonathan Herzig, Jonathan Berant https://www.aclweb.org/anthology/D19-1394.pdf
2019 EMNLP # reg-dropout, reg-labelsmooth, train-mtl, train-mll, train-augment, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, search-greedy, search-beam, pre-glove, pre-bert, task-seq2seq, task-relation, task-tree, task-graph 2 Broad-Coverage Semantic Parsing as Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/D19-1392.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-seq2seq 1 Incorporating External Knowledge into Machine Reading for Generative Question Answering Bin Bi, Chen Wu, Ming Yan, Wei Wang, Jiangnan Xia, Chenliang Li https://www.aclweb.org/anthology/D19-1255.pdf
2019 EMNLP # arch-lstm, arch-att, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-tree 1 “Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding Ben Zhou, Daniel Khashabi, Qiang Ning, Dan Roth https://www.aclweb.org/anthology/D19-1332.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, pre-glove, latent-vae, task-seq2seq, task-tree, task-graph 0 Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs Bailin Wang, Ivan Titov, Mirella Lapata https://www.aclweb.org/anthology/D19-1391.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, pre-word2vec, pre-glove, task-textpair, task-seq2seq, task-relation 0 Bridging the Defined and the Defining: Exploiting Implicit Lexical Semantic Relations in Definition Modeling Koki Washio, Satoshi Sekine, Tsuneaki Kato https://www.aclweb.org/anthology/D19-1357.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, norm-gradient, train-transfer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-seq2seq, task-tree 0 Data Augmentation with Atomic Templates for Spoken Language Understanding Zijian Zhao, Su Zhu, Kai Yu https://www.aclweb.org/anthology/D19-1375.pdf
2019 EMNLP # train-mll, arch-att, search-greedy, pre-word2vec, pre-fasttext, pre-glove, task-textclass, task-lm, task-seq2seq 2 On Efficient Retrieval of Top Similarity Vectors Shulong Tan, Zhixin Zhou, Zhaozhuo Xu, Ping Li https://www.aclweb.org/anthology/D19-1527.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-glove, struct-crf, loss-cca, task-seqlab, task-condlm, task-seq2seq, task-relation 0 Partners in Crime: Multi-view Sequential Inference for Movie Understanding Nikos Papasarantopoulos, Lea Frermann, Mirella Lapata, Shay B. Cohen https://www.aclweb.org/anthology/D19-1212.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-gru, arch-gating, arch-coverage, arch-transformer, pre-glove, adv-train, latent-vae, task-seq2seq, task-tree 6 An End-to-End Generative Architecture for Paraphrase Generation Qian Yang, Zhouyuan Huo, Dinghan Shen, Yong Cheng, Wenlin Wang, Guoyin Wang, Lawrence Carin https://www.aclweb.org/anthology/D19-1309.pdf
2019 EMNLP # optim-adam, optim-adadelta, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-beam, pre-glove, task-spanlab, task-lm 0 Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark https://www.aclweb.org/anthology/D19-1457.pdf
2019 EMNLP # arch-rnn, arch-cnn, pre-glove 0 Learning to Bootstrap for Entity Set Expansion Lingyong Yan, Xianpei Han, Le Sun, Ben He https://www.aclweb.org/anthology/D19-1028.pdf
2019 EMNLP # optim-adam, optim-projection, arch-cnn, arch-att, arch-coverage, arch-transformer, pre-glove, pre-skipthought, pre-bert, task-spanlab, task-lm, task-relation, task-tree 0 Linking artificial and human neural representations of language Jon Gauthier, Roger Levy https://www.aclweb.org/anthology/D19-1050.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm 1 Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs Soumya Sharma, Bishal Santra, Abhik Jana, Santosh Tokala, Niloy Ganguly, Pawan Goyal https://www.aclweb.org/anthology/D19-1631.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Yijin Liu, Fandong Meng, Jinchao Zhang, Jie Zhou, Yufeng Chen, Jinan Xu https://www.aclweb.org/anthology/D19-1097.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-transformer, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm 0 How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings Kawin Ethayarajh https://www.aclweb.org/anthology/D19-1006.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-coverage, pre-glove, pre-bert, struct-crf, task-textclass 0 Detecting Causal Language Use in Science Findings Bei Yu, Yingya Li, Jun Wang https://www.aclweb.org/anthology/D19-1473.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-coverage, pre-glove, pre-bert, task-textpair, task-spanlab, task-seq2seq 1 Better Rewards Yield Better Summaries: Learning to Summarise Without References Florian Böhm, Yang Gao, Christian M. Meyer, Ori Shapira, Ido Dagan, Iryna Gurevych https://www.aclweb.org/anthology/D19-1307.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-condlm, task-seq2seq 0 What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues Xintong Yu, Hongming Zhang, Yangqiu Song, Yan Song, Changshui Zhang https://www.aclweb.org/anthology/D19-1516.pdf
2019 EMNLP # arch-rnn, arch-lstm, pre-glove, task-relation 0 ABSApp: A Portable Weakly-Supervised Aspect-Based Sentiment Extraction System Oren Pereg, Daniel Korat, Moshe Wasserblat, Jonathan Mamou, Ido Dagan https://www.aclweb.org/anthology/D19-3001.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, train-mtl, train-mll, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, loss-svd, task-textpair, task-seq2seq 0 Parameter-free Sentence Embedding via Orthogonal Basis Ziyi Yang, Chenguang Zhu, Weizhu Chen https://www.aclweb.org/anthology/D19-1059.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, arch-rnn, arch-lstm, arch-att, arch-copy, comb-ensemble, pre-glove, latent-vae, task-relation, task-tree, task-graph, task-lexicon 0 Semantic graph parsing with recurrent neural network DAG grammars Federico Fancellu, Sorcha Gilroy, Adam Lopez, Mirella Lapata https://www.aclweb.org/anthology/D19-1278.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mtl, train-mll, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-glove, pre-elmo, pre-bert, adv-train, task-spanlab, task-lm, task-seq2seq 2 Adversarial Domain Adaptation for Machine Reading Comprehension Huazheng Wang, Zhe Gan, Xiaodong Liu, Jingjing Liu, Jianfeng Gao, Hongning Wang https://www.aclweb.org/anthology/D19-1254.pdf
2019 EMNLP # reg-dropout, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, task-relation 0 Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren https://www.aclweb.org/anthology/D19-1397.pdf
2019 EMNLP # reg-stopping, train-mtl, train-active, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-hmm, struct-crf, task-seqlab, task-lm, task-seq2seq 0 Similarity Based Auxiliary Classifier for Named Entity Recognition Shiyuan Xiao, Yuanxin Ouyang, Wenge Rong, Jianxin Yang, Zhang Xiong https://www.aclweb.org/anthology/D19-1105.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-glove, task-textclass, task-seq2seq 0 Robust Text Classifier on Test-Time Budgets Md Rizwan Parvez, Tolga Bolukbasi, Kai-Wei Chang, Venkatesh Saligrama https://www.aclweb.org/anthology/D19-1108.pdf
2019 EMNLP # optim-sgd, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm, task-seq2seq, task-relation 0 Multiplex Word Embeddings for Selectional Preference Acquisition Hongming Zhang, Jiaxin Bai, Yan Song, Kun Xu, Changlong Yu, Yangqiu Song, Wilfred Ng, Dong Yu https://www.aclweb.org/anthology/D19-1528.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove, task-textpair 0 Modeling the Relationship between User Comments and Edits in Document Revision Xuchao Zhang, Dheeraj Rajagopal, Michael Gamon, Sujay Kumar Jauhar, ChangTien Lu https://www.aclweb.org/anthology/D19-1505.pdf
2019 EMNLP # optim-adam, train-mll, arch-rnn, arch-lstm, arch-bilstm, pre-glove, pre-bert, loss-cca, task-seq2seq 0 Dialog Intent Induction with Deep Multi-View Clustering Hugh Perkins, Yi Yang https://www.aclweb.org/anthology/D19-1413.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-glove, task-textclass, task-seq2seq 0 Investigating Dynamic Routing in Tree-Structured LSTM for Sentiment Analysis Jin Wang, Liang-Chih Yu, K. Robert Lai, Xuejie Zhang https://www.aclweb.org/anthology/D19-1343.pdf
2019 EMNLP # optim-adam, optim-adagrad, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, search-beam, pre-glove, pre-paravec, adv-train, latent-topic, task-textpair, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information Byungkook Oh, Seungmin Seo, Cheolheon Shin, Eunju Jo, Kyong-Ho Lee https://www.aclweb.org/anthology/D19-1232.pdf
2019 EMNLP # train-parallel, comb-ensemble, pre-word2vec, pre-glove, pre-bert, task-condlm 0 Grounding learning of modifier dynamics: An application to color naming Xudong Han, Philip Schulz, Trevor Cohn https://www.aclweb.org/anthology/D19-1158.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, arch-coverage, comb-ensemble, pre-glove, pre-elmo, pre-bert, latent-vae, task-seq2seq, task-tree 0 Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks Igor Shalyminov, Sungjin Lee, Arash Eshghi, Oliver Lemon https://www.aclweb.org/anthology/D19-1183.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, pre-fasttext, pre-glove, task-textclass 0 Text Level Graph Neural Network for Text Classification Lianzhe Huang, Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang https://www.aclweb.org/anthology/D19-1345.pdf
2019 EMNLP # optim-adam, reg-decay, pool-max, arch-gcnn, arch-cnn, arch-att, pre-glove, task-textclass, task-condlm, task-seq2seq 0 Hierarchical Text Classification with Reinforced Label Assignment Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren https://www.aclweb.org/anthology/D19-1042.pdf
2019 EMNLP # arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Game Theory Meets Embeddings: a Unified Framework for Word Sense Disambiguation Rocco Tripodi, Roberto Navigli https://www.aclweb.org/anthology/D19-1009.pdf
2019 EMNLP # optim-adam, optim-projection, train-mtl, train-mll, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-vae, task-spanlab, task-lm, task-seq2seq 2 Knowledge Enhanced Contextual Word Representations Matthew E. Peters, Mark Neumann, Robert Logan, Roy Schwartz, Vidur Joshi, Sameer Singh, Noah A. Smith https://www.aclweb.org/anthology/D19-1005.pdf
2019 EMNLP # optim-adam, train-transfer, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, pre-skipthought, pre-elmo, loss-nce, task-textclass, task-lm, task-cloze 0 Multi-Granularity Representations of Dialog Shikib Mehri, Maxine Eskenazi https://www.aclweb.org/anthology/D19-1184.pdf
2019 EMNLP # reg-dropout, train-active, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-glove, task-textclass 1 Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes Aida Mostafazadeh Davani, Leigh Yeh, Mohammad Atari, Brendan Kennedy, Gwenyth Portillo Wightman, Elaine Gonzalez, Natalie Delong, Rhea Bhatia, Arineh Mirinjian, Xiang Ren, Morteza Dehghani https://www.aclweb.org/anthology/D19-1580.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, pre-glove, pre-bert, nondif-reinforce, task-textclass, task-seq2seq, task-relation, task-tree 0 A Split-and-Recombine Approach for Follow-up Query Analysis Qian Liu, Bei Chen, Haoyan Liu, Jian-Guang Lou, Lei Fang, Bin Zhou, Dongmei Zhang https://www.aclweb.org/anthology/D19-1535.pdf
2019 EMNLP # optim-adam, pool-mean, arch-lstm, arch-bilstm, pre-glove, struct-crf 0 Neural Conversation Recommendation with Online Interaction Modeling Xingshan Zeng, Jing Li, Lu Wang, Kam-Fai Wong https://www.aclweb.org/anthology/D19-1470.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textpair, task-condlm 0 Asynchronous Deep Interaction Network for Natural Language Inference Di Liang, Fubao Zhang, Qi Zhang, Xuanjing Huang https://www.aclweb.org/anthology/D19-1271.pdf
2019 EMNLP # train-mll, arch-lstm, arch-cnn, arch-att, arch-memo, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq 1 EntEval: A Holistic Evaluation Benchmark for Entity Representations Mingda Chen, Zewei Chu, Yang Chen, Karl Stratos, Kevin Gimpel https://www.aclweb.org/anthology/D19-1040.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-bert, latent-vae 0 Transfer Learning Between Related Tasks Using Expected Label Proportions Matan Ben Noach, Yoav Goldberg https://www.aclweb.org/anthology/D19-1004.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, pre-glove, task-textclass, task-seq2seq 0 Sequential Learning of Convolutional Features for Effective Text Classification Avinash Madasu, Vijjini Anvesh Rao https://www.aclweb.org/anthology/D19-1567.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-lstm, arch-bilstm, arch-gru, arch-att, pre-fasttext, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq 1 The Role of Pragmatic and Discourse Context in Determining Argument Impact Esin Durmus, Faisal Ladhak, Claire Cardie https://www.aclweb.org/anthology/D19-1568.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, arch-att, pre-glove, struct-crf, loss-nce, task-lm, task-seq2seq 0 Linguistic Versus Latent Relations for Modeling Coherent Flow in Paragraphs Dongyeop Kang, Eduard Hovy https://www.aclweb.org/anthology/D19-1589.pdf
2019 EMNLP # train-mll, arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-glove, pre-elmo, pre-bert, task-seq2seq 2 Evaluating Pronominal Anaphora in Machine Translation: An Evaluation Measure and a Test Suite Prathyusha Jwalapuram, Shafiq Joty, Irina Temnikova, Preslav Nakov https://www.aclweb.org/anthology/D19-1294.pdf
2019 EMNLP # optim-sgd, optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, search-beam, pre-glove, task-spanlab, task-seq2seq 0 Improving Question Generation With to the Point Context Jingjing Li, Yifan Gao, Lidong Bing, Irwin King, Michael R. Lyu https://www.aclweb.org/anthology/D19-1317.pdf
2019 EMNLP # optim-adam, reg-decay, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Who Is Speaking to Whom? Learning to Identify Utterance Addressee in Multi-Party Conversations Ran Le, Wenpeng Hu, Mingyue Shang, Zhenjun You, Lidong Bing, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1199.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, train-mll, train-active, train-augment, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, pre-elmo, pre-bert, task-seq2seq, task-tree, task-graph, task-alignment 0 Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role Labeling Angel Daza, Anette Frank https://www.aclweb.org/anthology/D19-1056.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-gru, arch-att, arch-copy, pre-glove, task-seq2seq 0 GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue Jun Quan, Deyi Xiong, Bonnie Webber, Changjian Hu https://www.aclweb.org/anthology/D19-1462.pdf
2019 EMNLP # optim-adadelta, reg-dropout, reg-stopping, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-subword, pre-glove, latent-topic, task-textclass, task-lm, task-seq2seq 0 Rethinking Attribute Representation and Injection for Sentiment Classification Reinald Kim Amplayo https://www.aclweb.org/anthology/D19-1562.pdf
2019 EMNLP # optim-adadelta, reg-stopping, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-bert, task-textclass, task-seq2seq 0 Enhancing Local Feature Extraction with Global Representation for Neural Text Classification Guocheng Niu, Hengru Xu, Bolei He, Xinyan Xiao, Hua Wu, Sheng Gao https://www.aclweb.org/anthology/D19-1047.pdf
2019 EMNLP # optim-adam, pre-glove, pre-bert, task-textpair, task-spanlab 3 Towards Debiasing Fact Verification Models Tal Schuster, Darsh Shah, Yun Jie Serene Yeo, Daniel Roberto Filizzola Ortiz, Enrico Santus, Regina Barzilay https://www.aclweb.org/anthology/D19-1341.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-glove, adv-train, latent-topic, task-textclass, task-seq2seq 0 Adaptive Ensembling: Unsupervised Domain Adaptation for Political Document Analysis Shrey Desai, Barea Sinno, Alex Rosenfeld, Junyi Jessy Li https://www.aclweb.org/anthology/D19-1478.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, pre-glove, struct-crf 0 Revealing and Predicting Online Persuasion Strategy with Elementary Units Gaku Morio, Ryo Egawa, Katsuhide Fujita https://www.aclweb.org/anthology/D19-1653.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, pre-glove 0 Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/D19-1498.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-norm, pool-max, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, task-textclass, task-seq2seq 1 Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao, Tong Xu, Ming Liu https://www.aclweb.org/anthology/D19-1551.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, loss-nce, task-textclass, task-textpair, task-lm, task-cloze 0 Multi-label Categorization of Accounts of Sexism using a Neural Framework Pulkit Parikh, Harika Abburi, Pinkesh Badjatiya, Radhika Krishnan, Niyati Chhaya, Manish Gupta, Vasudeva Varma https://www.aclweb.org/anthology/D19-1174.pdf
2019 EMNLP # optim-adam, init-glorot, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gcnn, arch-cnn, arch-att, arch-memo, pre-glove 1 DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Deepanway Ghosal, Navonil Majumder, Soujanya Poria, Niyati Chhaya, Alexander Gelbukh https://www.aclweb.org/anthology/D19-1015.pdf
2019 EMNLP # optim-adam, train-mtl, train-mll, pool-max, arch-subword, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-textpair, task-seq2seq 0 Correlations between Word Vector Sets Vitalii Zhelezniak, April Shen, Daniel Busbridge, Aleksandar Savkov, Nils Hammerla https://www.aclweb.org/anthology/D19-1008.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, arch-residual, arch-coverage, pre-glove, task-textpair, task-lm, task-relation, task-tree 0 Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling Linqing Liu, Wei Yang, Jinfeng Rao, Raphael Tang, Jimmy Lin https://www.aclweb.org/anthology/D19-1114.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, meta-arch 1 RNN Architecture Learning with Sparse Regularization Jesse Dodge, Roy Schwartz, Hao Peng, Noah A. Smith https://www.aclweb.org/anthology/D19-1110.pdf
2019 EMNLP # optim-projection, train-mtl, arch-cnn, arch-att, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-cloze 9 Patient Knowledge Distillation for BERT Model Compression Siqi Sun, Yu Cheng, Zhe Gan, Jingjing Liu https://www.aclweb.org/anthology/D19-1441.pdf
2019 EMNLP # optim-adam, reg-stopping, reg-patience, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-fasttext, pre-glove, task-textpair, task-seqlab, task-lm, task-relation, task-tree 0 LINSPECTOR WEB: A Multilingual Probing Suite for Word Representations Max Eichler, Gözde Gül Şahin, Iryna Gurevych https://www.aclweb.org/anthology/D19-3022.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-glove 0 Feature2Vec: Distributional semantic modelling of human property knowledge Steven Derby, Paul Miller, Barry Devereux https://www.aclweb.org/anthology/D19-1595.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, pre-glove, task-condlm, task-seq2seq, task-relation 0 Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks Chen Zhang, Qiuchi Li, Dawei Song https://www.aclweb.org/anthology/D19-1464.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, pre-glove, pre-skipthought, pre-elmo, pre-use, adv-train, task-textpair, task-seqlab, task-lm, task-seq2seq 0 IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation Zhijing Jin, Di Jin, Jonas Mueller, Nicholas Matthews, Enrico Santus https://www.aclweb.org/anthology/D19-1306.pdf
2019 EMNLP # optim-projection, train-transfer, arch-lstm, arch-att, arch-coverage, pre-glove, pre-bert, task-textpair, task-lm, task-condlm 0 Do Nuclear Submarines Have Nuclear Captains? A Challenge Dataset for Commonsense Reasoning over Adjectives and Objects James Mullenbach, Jonathan Gordon, Nanyun Peng, Jonathan May https://www.aclweb.org/anthology/D19-1625.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm 0 Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering Vikas Yadav, Steven Bethard, Mihai Surdeanu https://www.aclweb.org/anthology/D19-1260.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-att, arch-memo, arch-subword, search-beam, pre-glove, pre-bert, nondif-reinforce, task-lm, task-seq2seq 0 Recommendation as a Communication Game: Self-Supervised Bot-Play for Goal-oriented Dialogue Dongyeop Kang, Anusha Balakrishnan, Pararth Shah, Paul Crook, Y-Lan Boureau, Jason Weston https://www.aclweb.org/anthology/D19-1203.pdf
2019 EMNLP # optim-adam, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, pre-glove, adv-train, task-textpair, task-spanlab, meta-arch 3 Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning Yichen Jiang, Mohit Bansal https://www.aclweb.org/anthology/D19-1455.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-transformer, pre-glove, pre-bert, task-seq2seq 0 A Challenge Dataset and Effective Models for Aspect-Based Sentiment Analysis Qingnan Jiang, Lei Chen, Ruifeng Xu, Xiang Ao, Min Yang https://www.aclweb.org/anthology/D19-1654.pdf
2019 EMNLP # optim-adam, init-glorot, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, search-greedy, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 0 Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited Artur Kulmizev, Miryam de Lhoneux, Johannes Gontrum, Elena Fano, Joakim Nivre https://www.aclweb.org/anthology/D19-1277.pdf
2019 EMNLP # optim-adagrad, reg-patience, arch-lstm, arch-gru, arch-att, arch-memo, pre-glove 0 Recognizing Conflict Opinions in Aspect-level Sentiment Classification with Dual Attention Networks Xingwei Tan, Yi Cai, Changxi Zhu https://www.aclweb.org/anthology/D19-1342.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference Ahmadreza Mosallanezhad, Ghazaleh Beigi, Huan Liu https://www.aclweb.org/anthology/D19-1240.pdf
2019 EMNLP # optim-adam, train-parallel, arch-lstm, arch-att, pre-glove, pre-bert, loss-nce, task-textclass, task-seqlab, task-seq2seq 0 (Male, Bachelor) and (Female, Ph.D) have different connotations: Parallelly Annotated Stylistic Language Dataset with Multiple Personas Dongyeop Kang, Varun Gangal, Eduard Hovy https://www.aclweb.org/anthology/D19-1179.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-dropout, train-mll, arch-rnn, arch-cnn, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-lexicon 0 Cross-lingual Semantic Specialization via Lexical Relation Induction Edoardo Maria Ponti, Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1226.pdf
2019 EMNLP # optim-sgd, optim-adam, norm-gradient, pool-max, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-lm, task-seq2seq 0 Hierarchy Response Learning for Neural Conversation Generation Bo Zhang, Xiaoming Zhang https://www.aclweb.org/anthology/D19-1186.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, pre-glove, task-seqlab, task-seq2seq, task-relation, task-tree 0 A Pilot Study for Chinese SQL Semantic Parsing Qingkai Min, Yuefeng Shi, Yue Zhang https://www.aclweb.org/anthology/D19-1377.pdf
2019 EMNLP # optim-adam, reg-stopping, reg-patience, train-transfer, train-active, arch-lstm, arch-bilstm, comb-ensemble, pre-glove, pre-elmo, adv-examp, adv-train, task-lm 0 To Annotate or Not? Predicting Performance Drop under Domain Shift Hady Elsahar, Matthias Gallé https://www.aclweb.org/anthology/D19-1222.pdf
2019 EMNLP # optim-adam, norm-layer, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, latent-topic, task-lm, task-seq2seq 1 Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations Peixiang Zhong, Di Wang, Chunyan Miao https://www.aclweb.org/anthology/D19-1016.pdf
2019 EMNLP # arch-lstm, arch-bilstm, arch-att, pre-glove, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-lm 1 Multi-Input Multi-Output Sequence Labeling for Joint Extraction of Fact and Condition Tuples from Scientific Text Tianwen Jiang, Tong Zhao, Bing Qin, Ting Liu, Nitesh Chawla, Meng Jiang https://www.aclweb.org/anthology/D19-1029.pdf
2019 EMNLP # optim-adam, train-mll, arch-lstm, arch-gating, pre-glove, loss-margin, task-seq2seq 0 Jointly Learning Entity and Relation Representations for Entity Alignment Yuting Wu, Xiao Liu, Yansong Feng, Zheng Wang, Dongyan Zhao https://www.aclweb.org/anthology/D19-1023.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-glove, pre-bert, task-seq2seq, task-graph 0 Enhancing AMR-to-Text Generation with Dual Graph Representations Leonardo F. R. Ribeiro, Claire Gardent, Iryna Gurevych https://www.aclweb.org/anthology/D19-1314.pdf
2019 EMNLP # optim-adam, optim-projection, pre-word2vec, pre-glove 0 Exploring Human Gender Stereotypes with Word Association Test Yupei Du, Yuanbin Wu, Man Lan https://www.aclweb.org/anthology/D19-1635.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, activ-tanh, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, task-lm, task-seq2seq, task-relation 1 Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks Binxuan Huang, Kathleen Carley https://www.aclweb.org/anthology/D19-1549.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-fasttext, pre-glove, pre-use, task-textclass, task-textpair, task-lm, task-condlm, task-seq2seq 0 Semantic Relatedness Based Re-ranker for Text Spotting Ahmed Sabir, Francesc Moreno, Lluís Padró https://www.aclweb.org/anthology/D19-1346.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, arch-att, arch-subword, arch-transformer, comb-ensemble, search-viterbi, pre-fasttext, pre-glove, struct-crf, task-seqlab, task-lm, task-seq2seq, task-lexicon 0 Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition Genta Indra Winata, Zhaojiang Lin, Jamin Shin, Zihan Liu, Pascale Fung https://www.aclweb.org/anthology/D19-1360.pdf
2019 EMNLP # optim-adadelta, optim-projection, reg-dropout, arch-rnn, arch-gru, arch-att, pre-glove, struct-crf, task-textclass, task-seq2seq 0 Predicting Discourse Structure using Distant Supervision from Sentiment Patrick Huber, Giuseppe Carenini https://www.aclweb.org/anthology/D19-1235.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, train-active, arch-lstm, arch-bilstm, arch-cnn, search-beam, pre-word2vec, pre-glove, struct-crf, task-textclass, task-seqlab 2 Practical Obstacles to Deploying Active Learning David Lowell, Zachary C. Lipton, Byron C. Wallace https://www.aclweb.org/anthology/D19-1003.pdf
2019 EMNLP # optim-projection, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq 0 Shallow Domain Adaptive Embeddings for Sentiment Analysis Prathusha K Sarma, Yingyu Liang, William Sethares https://www.aclweb.org/anthology/D19-1557.pdf
2019 EMNLP # optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, pre-bert, task-spanlab, task-seq2seq 0 ParaQG: A System for Generating Questions and Answers from Paragraphs Vishwajeet Kumar, Sivaanandh Muneeswaran, Ganesh Ramakrishnan, Yuan-Fang Li https://www.aclweb.org/anthology/D19-3030.pdf
2019 EMNLP # optim-adam, pool-max, arch-att, arch-bilinear, pre-glove, pre-bert, task-textclass, task-spanlab, task-lm, task-seq2seq 3 Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning Lifu Huang, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi https://www.aclweb.org/anthology/D19-1243.pdf
2019 EMNLP # train-active, arch-att, pre-glove, pre-bert, task-lm, task-seq2seq 1 Automatic Argument Quality Assessment - New Datasets and Methods Assaf Toledo, Shai Gretz, Edo Cohen-Karlik, Roni Friedman, Elad Venezian, Dan Lahav, Michal Jacovi, Ranit Aharonov, Noam Slonim https://www.aclweb.org/anthology/D19-1564.pdf
2019 EMNLP # pre-word2vec, pre-glove, task-lm 0 Single Training Dimension Selection for Word Embedding with PCA Yu Wang https://www.aclweb.org/anthology/D19-1369.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-cnn, arch-coverage, pre-glove, struct-cfg, task-lm 0 What Gets Echoed? Understanding the “Pointers” in Explanations of Persuasive Arguments David Atkinson, Kumar Bhargav Srinivasan, Chenhao Tan https://www.aclweb.org/anthology/D19-1289.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-stopping, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm, task-seq2seq 2 Certified Robustness to Adversarial Word Substitutions Robin Jia, Aditi Raghunathan, Kerem Göksel, Percy Liang https://www.aclweb.org/anthology/D19-1423.pdf
2019 EMNLP # reg-dropout, train-mtl, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, pre-glove, task-lm, task-seq2seq, task-graph 0 Sentence-Level Content Planning and Style Specification for Neural Text Generation Xinyu Hua, Lu Wang https://www.aclweb.org/anthology/D19-1055.pdf
2019 EMNLP # optim-adam, optim-projection, train-augment, arch-lstm, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-coverage, pre-glove, pre-bert, task-seq2seq, task-tree 0 Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions Rui Zhang, Tao Yu, Heyang Er, Sungrok Shim, Eric Xue, Xi Victoria Lin, Tianze Shi, Caiming Xiong, Richard Socher, Dragomir Radev https://www.aclweb.org/anthology/D19-1537.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mtl, arch-lstm, arch-att, pre-glove, latent-vae, latent-topic, task-seq2seq 0 Coupling Global and Local Context for Unsupervised Aspect Extraction Ming Liao, Jing Li, Haisong Zhang, Lingzhi Wang, Xixin Wu, Kam-Fai Wong https://www.aclweb.org/anthology/D19-1465.pdf
2019 EMNLP # optim-adam, reg-decay, arch-lstm, arch-cnn, pre-glove, task-textclass 0 Learning Only from Relevant Keywords and Unlabeled Documents Nontawat Charoenphakdee, Jongyeong Lee, Yiping Jin, Dittaya Wanvarie, Masashi Sugiyama https://www.aclweb.org/anthology/D19-1411.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-glove 1 Dually Interactive Matching Network for Personalized Response Selection in Retrieval-Based Chatbots Jia-Chen Gu, Zhen-Hua Ling, Xiaodan Zhu, Quan Liu https://www.aclweb.org/anthology/D19-1193.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, meta-arch 0 Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition Yufan Jiang, Chi Hu, Tong Xiao, Chunliang Zhang, Jingbo Zhu https://www.aclweb.org/anthology/D19-1367.pdf
2019 EMNLP # pre-glove, pre-bert, task-extractive, task-lm, task-condlm, task-seq2seq, task-tree 1 Counterfactual Story Reasoning and Generation Lianhui Qin, Antoine Bosselut, Ari Holtzman, Chandra Bhagavatula, Elizabeth Clark, Yejin Choi https://www.aclweb.org/anthology/D19-1509.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-examp, adv-train, task-textpair, task-lm 0 A Logic-Driven Framework for Consistency of Neural Models Tao Li, Vivek Gupta, Maitrey Mehta, Vivek Srikumar https://www.aclweb.org/anthology/D19-1405.pdf
2019 EMNLP # optim-adam, reg-stopping, train-mtl, train-mll, train-transfer, arch-lstm, arch-coverage, pre-glove, pre-elmo, task-textclass, task-lm 0 Multi-Domain Goal-Oriented Dialogues (MultiDoGO): Strategies toward Curating and Annotating Large Scale Dialogue Data Denis Peskov, Nancy Clarke, Jason Krone, Brigi Fodor, Yi Zhang, Adel Youssef, Mona Diab https://www.aclweb.org/anthology/D19-1460.pdf
2019 EMNLP # optim-adam, optim-adadelta, optim-projection, init-glorot, reg-dropout, norm-layer, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-residual, arch-bilinear, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-seq2seq, task-relation, task-tree 0 Syntax-Enhanced Self-Attention-Based Semantic Role Labeling Yue Zhang, Rui Wang, Luo Si https://www.aclweb.org/anthology/D19-1057.pdf
2019 EMNLP # arch-lstm, arch-att, arch-copy, pre-glove, pre-bert, task-spanlab, task-seq2seq 1 Can You Unpack That? Learning to Rewrite Questions-in-Context Ahmed Elgohary, Denis Peskov, Jordan Boyd-Graber https://www.aclweb.org/anthology/D19-1605.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-att, arch-coverage, comb-ensemble, pre-glove, adv-examp, task-textclass, task-textpair, task-lm, task-seq2seq 0 Detecting and Reducing Bias in a High Stakes Domain Ruiqi Zhong, Yanda Chen, Desmond Patton, Charlotte Selous, Kathy McKeown https://www.aclweb.org/anthology/D19-1483.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, pre-glove, task-textclass, task-textpair, task-seq2seq 0 You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP Marco Del Tredici, Diego Marcheggiani, Sabine Schulte im Walde, Raquel Fernández https://www.aclweb.org/anthology/D19-1477.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-seq2seq, meta-arch 1 NeuronBlocks: Building Your NLP DNN Models Like Playing Lego Ming Gong, Linjun Shou, Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang https://www.aclweb.org/anthology/D19-3028.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-glove, latent-topic, task-textclass, task-seqlab 0 Interpretable Relevant Emotion Ranking with Event-Driven Attention Yang Yang, Deyu Zhou, Yulan He, Meng Zhang https://www.aclweb.org/anthology/D19-1017.pdf
2019 EMNLP # optim-adam, train-mtl, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, pre-bert, loss-nce, task-textpair, task-lm 4 KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning Bill Yuchen Lin, Xinyue Chen, Jamin Chen, Xiang Ren https://www.aclweb.org/anthology/D19-1282.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-seqlab, task-relation 0 Talk2Car: Taking Control of Your Self-Driving Car Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Luc Van Gool, Marie-Francine Moens https://www.aclweb.org/anthology/D19-1215.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, task-seqlab 0 “A Buster Keaton of Linguistics”: First Automated Approaches for the Extraction of Vossian Antonomasia Michel Schwab, Robert Jäschke, Frank Fischer, Jannik Strötgen https://www.aclweb.org/anthology/D19-1647.pdf
2019 EMNLP # arch-cnn, arch-att, pre-fasttext, pre-glove, pre-bert, loss-nce, task-textclass 0 An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Stefan Larson, Anish Mahendran, Joseph J. Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K. Kummerfeld, Kevin Leach, Michael A. Laurenzano, Lingjia Tang, Jason Mars https://www.aclweb.org/anthology/D19-1131.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-tree 1 What’s Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering Tushar Khot, Ashish Sabharwal, Peter Clark https://www.aclweb.org/anthology/D19-1281.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, pre-glove, pre-bert, struct-crf, task-extractive, task-seq2seq, task-relation 0 Extractive Summarization of Long Documents by Combining Global and Local Context Wen Xiao, Giuseppe Carenini https://www.aclweb.org/anthology/D19-1298.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-gru, arch-att, pre-glove, latent-vae, task-textpair, task-seq2seq 0 Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder Li Du, Xiao Ding, Ting Liu, Zhongyang Li https://www.aclweb.org/anthology/D19-1270.pdf
2019 EMNLP # optim-projection, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-greedy, pre-glove, task-seq2seq, task-tree 0 Look-up and Adapt: A One-shot Semantic Parser Zhichu Lu, Forough Arabshahi, Igor Labutov, Tom Mitchell https://www.aclweb.org/anthology/D19-1104.pdf
2019 EMNLP # reg-dropout, arch-lstm, arch-att, pre-glove, pre-elmo, pre-bert, task-seqlab, task-lm, task-cloze 1 BERT for Coreference Resolution: Baselines and Analysis Mandar Joshi, Omer Levy, Luke Zettlemoyer, Daniel Weld https://www.aclweb.org/anthology/D19-1588.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-fasttext, pre-glove, task-seq2seq 0 Rotate King to get Queen: Word Relationships as Orthogonal Transformations in Embedding Space Kawin Ethayarajh https://www.aclweb.org/anthology/D19-1354.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, pre-glove, task-seqlab, task-seq2seq 0 Extracting Possessions from Social Media: Images Complement Language Dhivya Chinnappa, Srikala Murugan, Eduardo Blanco https://www.aclweb.org/anthology/D19-1061.pdf
2019 EMNLP # optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-glove, pre-bert, task-textpair, task-lm, task-cloze 3 Investigating BERT’s Knowledge of Language: Five Analysis Methods with NPIs Alex Warstadt, Yu Cao, Ioana Grosu, Wei Peng, Hagen Blix, Yining Nie, Anna Alsop, Shikha Bordia, Haokun Liu, Alicia Parrish, Sheng-Fu Wang, Jason Phang, Anhad Mohananey, Phu Mon Htut, Paloma Jeretic, Samuel R. Bowman https://www.aclweb.org/anthology/D19-1286.pdf
2019 EMNLP # optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, pre-word2vec, pre-glove, pre-elmo, adv-examp, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq 8 Universal Adversarial Triggers for Attacking and Analyzing NLP Eric Wallace, Shi Feng, Nikhil Kandpal, Matt Gardner, Sameer Singh https://www.aclweb.org/anthology/D19-1221.pdf
2019 EMNLP # optim-adam, init-glorot, train-mll, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, task-seq2seq, task-graph 2 VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling Andrea Di Fabio, Simone Conia, Roberto Navigli https://www.aclweb.org/anthology/D19-1058.pdf
2019 EMNLP # optim-adam, arch-cnn, arch-att, arch-coverage, pre-glove, pre-bert, latent-topic, task-spanlab 1 Question Answering for Privacy Policies: Combining Computational and Legal Perspectives Abhilasha Ravichander, Alan W Black, Shomir Wilson, Thomas Norton, Norman Sadeh https://www.aclweb.org/anthology/D19-1500.pdf
2019 EMNLP # train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-vae, task-lm, task-seq2seq 0 Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains Wei Shi, Vera Demberg https://www.aclweb.org/anthology/D19-1586.pdf
2019 EMNLP # arch-lstm, arch-bilstm, arch-coverage, pre-glove, pre-elmo, task-lm, task-seq2seq, task-alignment 0 Recursive Context-Aware Lexical Simplification Sian Gooding, Ekaterina Kochmar https://www.aclweb.org/anthology/D19-1491.pdf
2019 EMNLP # optim-adam, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-glove, pre-skipthought, pre-bert, pre-use, loss-triplet, task-textpair 5 Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers, Iryna Gurevych https://www.aclweb.org/anthology/D19-1410.pdf
2019 EMNLP # optim-projection, train-mll, train-transfer, arch-lstm, arch-att, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, pre-use, adv-train, loss-cca, task-textclass, task-textpair, task-lm, task-seq2seq, task-cloze 0 Multi-View Domain Adapted Sentence Embeddings for Low-Resource Unsupervised Duplicate Question Detection Nina Poerner, Hinrich Schütze https://www.aclweb.org/anthology/D19-1173.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-memo, pre-glove 0 A Progressive Model to Enable Continual Learning for Semantic Slot Filling Yilin Shen, Xiangyu Zeng, Hongxia Jin https://www.aclweb.org/anthology/D19-1126.pdf
2019 EMNLP # optim-sgd, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, latent-topic, task-tree 0 Negative Focus Detection via Contextual Attention Mechanism Longxiang Shen, Bowei Zou, Yu Hong, Guodong Zhou, Qiaoming Zhu, AiTi Aw https://www.aclweb.org/anthology/D19-1230.pdf
2019 EMNLP # arch-lstm, arch-bilstm, arch-cnn, pre-fasttext, pre-glove, pre-bert, adv-examp, adv-train, task-textclass, task-spanlab, task-seq2seq 3 Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human Attack Emily Dinan, Samuel Humeau, Bharath Chintagunta, Jason Weston https://www.aclweb.org/anthology/D19-1461.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-energy, search-sampling, pre-glove, struct-crf, task-textpair, task-lm, task-condlm, task-seq2seq 0 Autoregressive Text Generation Beyond Feedback Loops Florian Schmidt, Stephan Mandt, Thomas Hofmann https://www.aclweb.org/anthology/D19-1338.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-lm, task-condlm, task-seq2seq 1 Mixture Content Selection for Diverse Sequence Generation Jaemin Cho, Minjoon Seo, Hannaneh Hajishirzi https://www.aclweb.org/anthology/D19-1308.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, loss-nce, task-extractive, task-lm 0 Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization Daniel Deutsch, Dan Roth https://www.aclweb.org/anthology/D19-1386.pdf
2019 NAA-CL # arch-bilinear, arch-coverage, comb-ensemble, pre-word2vec, pre-glove, task-seqlab, task-seq2seq 0 What just happened? Evaluating retrofitted distributional word vectors Dmetri Hayes https://www.aclweb.org/anthology/N19-1111.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-adadelta, reg-decay, arch-lstm, arch-recnn, arch-treelstm, arch-att, arch-coverage, search-beam, pre-glove, struct-cfg, nondif-reinforce, latent-vae, task-textpair, task-lm, task-condlm 5 Cooperative Learning of Disjoint Syntax and Semantics Serhii Havrylov, Germán Kruszewski, Armand Joulin https://www.aclweb.org/anthology/N19-1115.pdf
2019 NAA-CL # reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, search-beam, pre-glove, nondif-reinforce, latent-vae, task-seq2seq, task-tree 4 UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering Zi-Yuan Chen, Chih-Hung Chang, Yi-Pei Chen, Jijnasa Nayak, Lun-Wei Ku https://www.aclweb.org/anthology/N19-1031.pdf
2019 NAA-CL # optim-adam, optim-projection, arch-coverage, pre-glove, latent-topic 5 Analyzing Polarization in Social Media: Method and Application to Tweets on 21 Mass Shootings Dorottya Demszky, Nikhil Garg, Rob Voigt, James Zou, Jesse Shapiro, Matthew Gentzkow, Dan Jurafsky https://www.aclweb.org/anthology/N19-1304.pdf
2019 NAA-CL # optim-adam, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, latent-vae 3 Be Consistent! Improving Procedural Text Comprehension using Label Consistency Xinya Du, Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark, Claire Cardie https://www.aclweb.org/anthology/N19-1244.pdf
2019 NAA-CL # reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, task-textpair, task-seq2seq 1 Simple Attention-Based Representation Learning for Ranking Short Social Media Posts Peng Shi, Jinfeng Rao, Jimmy Lin https://www.aclweb.org/anthology/N19-1229.pdf
2019 NAA-CL # optim-adam, reg-stopping, train-augment, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-subword, arch-transformer, search-beam, pre-glove, pre-elmo, task-textpair, task-lm, task-condlm, task-seq2seq, task-tree 1 Improved Lexically Constrained Decoding for Translation and Monolingual Rewriting J. Edward Hu, Huda Khayrallah, Ryan Culkin, Patrick Xia, Tongfei Chen, Matt Post, Benjamin Van Durme https://www.aclweb.org/anthology/N19-1090.pdf
2019 NAA-CL # pool-mean, arch-lstm, arch-cnn, arch-att, arch-selfatt, comb-ensemble, pre-fasttext, pre-glove, struct-crf, loss-cca, loss-margin, task-textclass 1 Ranking-Based Autoencoder for Extreme Multi-label Classification Bingyu Wang, Li Chen, Wei Sun, Kechen Qin, Kefeng Li, Hui Zhou https://www.aclweb.org/anthology/N19-1289.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-glove, task-textclass, task-textpair, task-condlm, task-seq2seq 59 Attention is not Explanation Sarthak Jain, Byron C. Wallace https://www.aclweb.org/anthology/N19-1357.pdf
2019 NAA-CL # optim-sgd, train-mll, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, struct-crf, latent-vae, loss-svd, task-seqlab, task-lm 1 Misspelling Oblivious Word Embeddings Aleksandra Piktus, Necati Bora Edizel, Piotr Bojanowski, Edouard Grave, Rui Ferreira, Fabrizio Silvestri https://www.aclweb.org/anthology/N19-1326.pdf
2019 NAA-CL # reg-dropout, arch-lstm, pre-glove, task-seqlab 0 “President Vows to Cut Hair”: Dataset and Analysis of Creative Text Editing for Humorous Headlines Nabil Hossain, John Krumm, Michael Gamon https://www.aclweb.org/anthology/N19-1012.pdf
2019 NAA-CL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, pre-glove 0 Multi-Channel Convolutional Neural Network for Twitter Emotion and Sentiment Recognition Jumayel Islam, Robert E. Mercer, Lu Xiao https://www.aclweb.org/anthology/N19-1137.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-norm, arch-lstm, arch-bilstm, arch-memo, pre-glove, latent-topic, task-lexicon 1 Sentence Embedding Alignment for Lifelong Relation Extraction Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang https://www.aclweb.org/anthology/N19-1086.pdf
2019 NAA-CL # reg-dropout, activ-relu, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, pre-glove, task-textclass, task-textpair, task-seq2seq 3 How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection Wenhu Chen, Yu Su, Yilin Shen, Zhiyu Chen, Xifeng Yan, William Yang Wang https://www.aclweb.org/anthology/N19-1352.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, latent-vae, task-seq2seq, task-relation 1 Detecting Cybersecurity Events from Noisy Short Text Semih Yagcioglu, Mehmet Saygin Seyfioglu, Begum Citamak, Batuhan Bardak, Seren Guldamlasioglu, Azmi Yuksel, Emin Islam Tatli https://www.aclweb.org/anthology/N19-1138.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, task-lm 3 Recursive Routing Networks: Learning to Compose Modules for Language Understanding Ignacio Cases, Clemens Rosenbaum, Matthew Riemer, Atticus Geiger, Tim Klinger, Alex Tamkin, Olivia Li, Sandhini Agarwal, Joshua D. Greene, Dan Jurafsky, Christopher Potts, Lauri Karttunen https://www.aclweb.org/anthology/N19-1365.pdf
2019 NAA-CL # optim-sgd, optim-adam, train-mtl, train-transfer, arch-lstm, arch-coverage, pre-glove, pre-skipthought, pre-bert, task-textpair, task-lm 3 Mining Discourse Markers for Unsupervised Sentence Representation Learning Damien Sileo, Tim Van De Cruys, Camille Pradel, Philippe Muller https://www.aclweb.org/anthology/N19-1351.pdf
2019 NAA-CL # optim-adam, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, pre-glove, struct-crf, task-lm, task-seq2seq 0 Early Rumour Detection Kaimin Zhou, Chang Shu, Binyang Li, Jey Han Lau https://www.aclweb.org/anthology/N19-1163.pdf
2019 NAA-CL # optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq 17 Star-Transformer Qipeng Guo, Xipeng Qiu, Pengfei Liu, Yunfan Shao, Xiangyang Xue, Zheng Zhang https://www.aclweb.org/anthology/N19-1133.pdf
2019 NAA-CL # optim-adam, optim-projection, pre-word2vec, pre-glove 46 Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them Hila Gonen, Yoav Goldberg https://www.aclweb.org/anthology/N19-1061.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab 3 GraphIE: A Graph-Based Framework for Information Extraction Yujie Qian, Enrico Santus, Zhijing Jin, Jiang Guo, Regina Barzilay https://www.aclweb.org/anthology/N19-1082.pdf
2019 NAA-CL # optim-adam, train-mtl, train-mll, arch-att, arch-subword, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-use, latent-vae, task-textclass, task-textpair, task-seq2seq 2 Correlation Coefficients and Semantic Textual Similarity Vitalii Zhelezniak, Aleksandar Savkov, April Shen, Nils Hammerla https://www.aclweb.org/anthology/N19-1100.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, nondif-reinforce, task-seq2seq, task-tree 4 Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases Yu Chen, Lingfei Wu, Mohammed J. Zaki https://www.aclweb.org/anthology/N19-1299.pdf
2019 NAA-CL # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, task-textpair 0 Using Natural Language Relations between Answer Choices for Machine Comprehension Rajkumar Pujari, Dan Goldwasser https://www.aclweb.org/anthology/N19-1403.pdf
2019 NAA-CL # init-glorot, reg-dropout, reg-worddropout, arch-cnn, arch-att, arch-coverage, pre-glove, latent-topic, task-textpair, task-seq2seq, task-relation, task-tree 1 No Permanent Friends or Enemies: Tracking Relationships between Nations from News Xiaochuang Han, Eunsol Choi, Chenhao Tan https://www.aclweb.org/anthology/N19-1167.pdf
2019 NAA-CL # optim-adam, init-glorot, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-glove, task-textclass, task-relation 1 Topic Spotting using Hierarchical Networks with Self Attention Pooja Chitkara, Ashutosh Modi, Pravalika Avvaru, Sepehr Janghorbani, Mubbasir Kapadia https://www.aclweb.org/anthology/N19-1376.pdf
2019 NAA-CL # train-transfer, arch-lstm, arch-bilstm, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm 1 Using Similarity Measures to Select Pretraining Data for NER Xiang Dai, Sarvnaz Karimi, Ben Hachey, Cecile Paris https://www.aclweb.org/anthology/N19-1149.pdf
2019 NAA-CL # optim-adam, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-relation 51 Linguistic Knowledge and Transferability of Contextual Representations Nelson F. Liu, Matt Gardner, Yonatan Belinkov, Matthew E. Peters, Noah A. Smith https://www.aclweb.org/anthology/N19-1112.pdf
2019 NAA-CL # optim-adadelta, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, pre-elmo, pre-bert, task-lm 4 Structural Scaffolds for Citation Intent Classification in Scientific Publications Arman Cohan, Waleed Ammar, Madeleine van Zuylen, Field Cady https://www.aclweb.org/anthology/N19-1361.pdf
2019 NAA-CL # optim-adam, norm-batch, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-glove, struct-crf, task-seqlab, task-lm 0 VCWE: Visual Character-Enhanced Word Embeddings Chi Sun, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/N19-1277.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, adv-examp, task-seq2seq 5 Neural Machine Translation of Text from Non-Native Speakers Antonios Anastasopoulos, Alison Lui, Toan Q. Nguyen, David Chiang https://www.aclweb.org/anthology/N19-1311.pdf
2019 NAA-CL # reg-patience, arch-rnn, arch-gru, pre-glove 2 Frowning Frodo, Wincing Leia, and a Seriously Great Friendship: Learning to Classify Emotional Relationships of Fictional Characters Evgeny Kim, Roman Klinger https://www.aclweb.org/anthology/N19-1067.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-word2vec, pre-glove, pre-elmo, latent-vae, task-lm, task-seq2seq 4 In Other News: a Bi-style Text-to-speech Model for Synthesizing Newscaster Voice with Limited Data Nishant Prateek, Mateusz Łajszczak, Roberto Barra-Chicote, Thomas Drugman, Jaime Lorenzo-Trueba, Thomas Merritt, Srikanth Ronanki, Trevor Wood https://www.aclweb.org/anthology/N19-2026.pdf
2019 NAA-CL # init-glorot, reg-dropout, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, comb-ensemble, pre-glove, adv-train, loss-triplet, task-lm 1 Adversarial Category Alignment Network for Cross-domain Sentiment Classification Xiaoye Qu, Zhikang Zou, Yu Cheng, Yang Yang, Pan Zhou https://www.aclweb.org/anthology/N19-1258.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-glove, task-textpair, task-lm, task-seq2seq 1 Linguistically-Informed Specificity and Semantic Plausibility for Dialogue Generation Wei-Jen Ko, Greg Durrett, Junyi Jessy Li https://www.aclweb.org/anthology/N19-1349.pdf
2019 NAA-CL # optim-adam, pool-max, arch-cnn, pre-glove 4 Analyzing the Perceived Severity of Cybersecurity Threats Reported on Social Media Shi Zong, Alan Ritter, Graham Mueller, Evan Wright https://www.aclweb.org/anthology/N19-1140.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-glove, task-textclass 0 Predicting Helpful Posts in Open-Ended Discussion Forums: A Neural Architecture Kishaloy Halder, Min-Yen Kan, Kazunari Sugiyama https://www.aclweb.org/anthology/N19-1318.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-bilstm, pre-word2vec, pre-glove, struct-crf 0 A k-Nearest Neighbor Approach towards Multi-level Sequence Labeling Yue Chen, John Chen https://www.aclweb.org/anthology/N19-2019.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, arch-att, arch-coverage, search-beam, pre-glove, struct-crf, task-textpair, task-seq2seq, task-tree 1 Open Information Extraction from Question-Answer Pairs Nikita Bhutani, Yoshihiko Suhara, Wang-Chiew Tan, Alon Halevy, H. V. Jagadish https://www.aclweb.org/anthology/N19-1239.pdf
2019 NAA-CL # optim-adam, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-memo, pre-glove, loss-nce, task-spanlab, task-lm, task-seq2seq 0 Harry Potter and the Action Prediction Challenge from Natural Language David Vilares, Carlos Gómez-Rodríguez https://www.aclweb.org/anthology/N19-1218.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-att, arch-gating, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-train, task-relation 3 Learning to Denoise Distantly-Labeled Data for Entity Typing Yasumasa Onoe, Greg Durrett https://www.aclweb.org/anthology/N19-1250.pdf
2019 NAA-CL # optim-sgd, optim-projection, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq 2 Knowledge-Augmented Language Model and Its Application to Unsupervised Named-Entity Recognition Angli Liu, Jingfei Du, Veselin Stoyanov https://www.aclweb.org/anthology/N19-1117.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-cnn, arch-att, pre-glove, struct-crf, task-seqlab 2 Entity Recognition at First Sight: Improving NER with Eye Movement Information Nora Hollenstein, Ce Zhang https://www.aclweb.org/anthology/N19-1001.pdf
2019 NAA-CL # reg-dropout, reg-stopping, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, search-viterbi, pre-word2vec, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq 1 Benchmarking Approximate Inference Methods for Neural Structured Prediction Lifu Tu, Kevin Gimpel https://www.aclweb.org/anthology/N19-1335.pdf
2019 NAA-CL # reg-dropout, arch-bilinear, arch-subword, pre-word2vec, pre-glove 2 Better Word Embeddings by Disentangling Contextual n-Gram Information Prakhar Gupta, Matteo Pagliardini, Martin Jaggi https://www.aclweb.org/anthology/N19-1098.pdf
2019 NAA-CL # optim-adam, train-augment, pre-glove, pre-elmo, pre-bert, task-lm 24 Gender Bias in Contextualized Word Embeddings Jieyu Zhao, Tianlu Wang, Mark Yatskar, Ryan Cotterell, Vicente Ordonez, Kai-Wei Chang https://www.aclweb.org/anthology/N19-1064.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm, task-seq2seq 0 Conversation Initiation by Diverse News Contents Introduction Satoshi Akasaki, Nobuhiro Kaji https://www.aclweb.org/anthology/N19-1400.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-relation, task-tree 0 Decomposed Local Models for Coordinate Structure Parsing Hiroki Teranishi, Hiroyuki Shindo, Yuji Matsumoto https://www.aclweb.org/anthology/N19-1343.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-transformer, comb-ensemble, pre-glove, pre-bert, struct-crf, task-textclass, task-textpair, task-lm, task-seq2seq, task-alignment 0 Alignment over Heterogeneous Embeddings for Question Answering Vikas Yadav, Steven Bethard, Mihai Surdeanu https://www.aclweb.org/anthology/N19-1274.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-stopping, train-mtl, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, search-viterbi, pre-glove, struct-crf, task-relation, task-tree, task-alignment 2 Target-oriented Opinion Words Extraction with Target-fused Neural Sequence Labeling Zhifang Fan, Zhen Wu, Xin-Yu Dai, Shujian Huang, Jiajun Chen https://www.aclweb.org/anthology/N19-1259.pdf
2019 NAA-CL # pool-max, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, pre-glove, task-textclass 1 Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation Radu Tudor Ionescu, Andrei Butnaru https://www.aclweb.org/anthology/N19-1033.pdf
2019 NAA-CL # train-mll, arch-att, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-seq2seq 0 Big BiRD: A Large, Fine-Grained, Bigram Relatedness Dataset for Examining Semantic Composition Shima Asaadi, Saif Mohammad, Svetlana Kiritchenko https://www.aclweb.org/anthology/N19-1050.pdf
2019 NAA-CL # arch-lstm, arch-att, arch-coverage, pre-fasttext, pre-glove, pre-elmo, pre-use, task-textclass, task-relation, task-tree 0 Outlier Detection for Improved Data Quality and Diversity in Dialog Systems Stefan Larson, Anish Mahendran, Andrew Lee, Jonathan K. Kummerfeld, Parker Hill, Michael A. Laurenzano, Johann Hauswald, Lingjia Tang, Jason Mars https://www.aclweb.org/anthology/N19-1051.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, pre-word2vec, pre-glove, pre-skipthought, pre-elmo, struct-crf, adv-train, latent-vae, task-textclass, task-lm 6 Dialogue Act Classification with Context-Aware Self-Attention Vipul Raheja, Joel Tetreault https://www.aclweb.org/anthology/N19-1373.pdf
2019 NAA-CL # arch-att, arch-transformer, search-greedy, pre-glove, task-lm 0 Asking the Right Question: Inferring Advice-Seeking Intentions from Personal Narratives Liye Fu, Jonathan P. Chang, Cristian Danescu-Niculescu-Mizil https://www.aclweb.org/anthology/N19-1052.pdf
2019 NAA-CL # reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, task-textpair, task-seqlab, task-tree 2 Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing Wenhan Xiong, Jiawei Wu, Deren Lei, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/N19-1084.pdf
2019 NAA-CL # optim-sgd, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, comb-ensemble, pre-glove, pre-elmo, pre-bert, struct-crf, nondif-reinforce, task-seq2seq, task-relation 7 Better, Faster, Stronger Sequence Tagging Constituent Parsers David Vilares, Mostafa Abdou, Anders Søgaard https://www.aclweb.org/anthology/N19-1341.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, pre-glove, task-spanlab, task-lm, task-seq2seq 0 The Lower The Simpler: Simplifying Hierarchical Recurrent Models Chao Wang, Hui Jiang https://www.aclweb.org/anthology/N19-1402.pdf
2019 NAA-CL # optim-sgd, arch-rnn, arch-lstm, arch-att, arch-copy, search-beam, search-viterbi, pre-glove, latent-vae, task-lm, task-seq2seq, task-relation 1 Benchmarking Hierarchical Script Knowledge Yonatan Bisk, Jan Buys, Karl Pichotta, Yejin Choi https://www.aclweb.org/anthology/N19-1412.pdf
2019 NAA-CL # optim-sgd, optim-adadelta, reg-dropout, reg-stopping, arch-cnn, arch-att, pre-word2vec, pre-glove, task-textclass 2 An Effective Label Noise Model for DNN Text Classification Ishan Jindal, Daniel Pressel, Brian Lester, Matthew Nokleby https://www.aclweb.org/anthology/N19-1328.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove 3 Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis Md Shad Akhtar, Dushyant Chauhan, Deepanway Ghosal, Soujanya Poria, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/N19-1034.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq 4 Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension Yichong Xu, Xiaodong Liu, Yelong Shen, Jingjing Liu, Jianfeng Gao https://www.aclweb.org/anthology/N19-1271.pdf
2019 NAA-CL # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, search-beam, pre-glove, pre-elmo, pre-bert, struct-crf, adv-examp, task-textpair, task-lm, task-condlm, task-seq2seq, task-alignment 9 PAWS: Paraphrase Adversaries from Word Scrambling Yuan Zhang, Jason Baldridge, Luheng He https://www.aclweb.org/anthology/N19-1131.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-att, arch-coverage, pre-glove, pre-elmo, struct-hmm, task-textpair, task-seq2seq 3 Incorporating Context and External Knowledge for Pronoun Coreference Resolution Hongming Zhang, Yan Song, Yangqiu Song https://www.aclweb.org/anthology/N19-1093.pdf
2019 NAA-CL # optim-sgd, train-mll, arch-rnn, arch-lstm, arch-att, arch-memo, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq 2 One Size Does Not Fit All: Comparing NMT Representations of Different Granularities Nadir Durrani, Fahim Dalvi, Hassan Sajjad, Yonatan Belinkov, Preslav Nakov https://www.aclweb.org/anthology/N19-1154.pdf
2019 NAA-CL # reg-dropout, reg-decay, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-tree 20 Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data Wei Zhao, Liang Wang, Kewei Shen, Ruoyu Jia, Jingming Liu https://www.aclweb.org/anthology/N19-1014.pdf
2019 NAA-CL # train-mll, arch-rnn, arch-lstm, arch-bilstm, comb-ensemble, pre-word2vec, pre-glove, pre-paravec, pre-skipthought, pre-elmo, task-seq2seq 0 Learning Outside the Box: Discourse-level Features Improve Metaphor Identification Jesse Mu, Helen Yannakoudakis, Ekaterina Shutova https://www.aclweb.org/anthology/N19-1059.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, pre-glove, struct-crf, latent-vae, task-textclass, task-lm, task-seq2seq 2 Strong and Simple Baselines for Multimodal Utterance Embeddings Paul Pu Liang, Yao Chong Lim, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Louis-Philippe Morency https://www.aclweb.org/anthology/N19-1267.pdf
2019 NAA-CL # optim-adam, optim-projection, train-transfer, pool-max, pool-mean, arch-lstm, arch-att, arch-memo, arch-bilinear, pre-word2vec, pre-glove, task-textclass, task-seqlab 1 Description-Based Zero-shot Fine-Grained Entity Typing Rasha Obeidat, Xiaoli Fern, Hamed Shahbazi, Prasad Tadepalli https://www.aclweb.org/anthology/N19-1087.pdf
2019 NAA-CL # optim-adam, reg-decay, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-selfatt, comb-ensemble, pre-glove 0 On Knowledge distillation from complex networks for response prediction Siddhartha Arora, Mitesh M. Khapra, Harish G. Ramaswamy https://www.aclweb.org/anthology/N19-1382.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-att, pre-glove, pre-bert, task-spanlab, task-seq2seq 3 Fast Prototyping a Dialogue Comprehension System for Nurse-Patient Conversations on Symptom Monitoring Zhengyuan Liu, Hazel Lim, Nur Farah Ain Suhaimi, Shao Chuen Tong, Sharon Ong, Angela Ng, Sheldon Lee, Michael R. Macdonald, Savitha Ramasamy, Pavitra Krishnaswamy, Wai Leng Chow, Nancy F. Chen https://www.aclweb.org/anthology/N19-2004.pdf
2019 NAA-CL # optim-adam, reg-stopping, activ-tanh, arch-rnn, arch-lstm, arch-att, arch-memo, pre-glove, task-seq2seq 3 Decay-Function-Free Time-Aware Attention to Context and Speaker Indicator for Spoken Language Understanding Jonggu Kim, Jong-Hyeok Lee https://www.aclweb.org/anthology/N19-1372.pdf
2019 NAA-CL # arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, pre-skipthought, pre-use, task-textpair 0 Evaluating Composition Models for Verb Phrase Elliptical Sentence Embeddings Gijs Wijnholds, Mehrnoosh Sadrzadeh https://www.aclweb.org/anthology/N19-1023.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, reg-norm, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, comb-ensemble, pre-glove, struct-crf, latent-topic, task-extractive 0 Glocal: Incorporating Global Information in Local Convolution for Keyphrase Extraction Animesh Prasad, Min-Yen Kan https://www.aclweb.org/anthology/N19-1182.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-skipthought, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze 3209 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova https://www.aclweb.org/anthology/N19-1423.pdf
2019 NAA-CL # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, pre-elmo 2 Ranking and Selecting Multi-Hop Knowledge Paths to Better Predict Human Needs Debjit Paul, Anette Frank https://www.aclweb.org/anthology/N19-1368.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-worddropout, norm-layer, arch-rnn, arch-lstm, arch-att, pre-glove, nondif-reinforce, latent-vae, task-lm, task-condlm, task-seq2seq, task-tree 4 SEQˆ3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression Christos Baziotis, Ion Androutsopoulos, Ioannis Konstas, Alexandros Potamianos https://www.aclweb.org/anthology/N19-1071.pdf