Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab 5 Neural Architectures for Nested NER through Linearization Jana Straková, Milan Straka, Jan Hajic https://www.aclweb.org/anthology/P19-1527.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-adam, reg-dropout, reg-stopping, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, comb-ensemble, pre-word2vec, task-lm, task-condlm, task-seq2seq 1 Attention-based Conditioning Methods for External Knowledge Integration Katerina Margatina, Christos Baziotis, Alexandros Potamianos https://www.aclweb.org/anthology/P19-1385.pdf
2019 ACL # train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq 0 An Investigation of Transfer Learning-Based Sentiment Analysis in Japanese Enkhbold Bataa, Joshua Wu https://www.aclweb.org/anthology/P19-1458.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, optim-projection, pool-max, arch-cnn, arch-att, arch-transformer, pre-word2vec, latent-topic, task-textclass, task-seq2seq, task-alignment 1 Improving Textual Network Embedding with Global Attention via Optimal Transport Liqun Chen, Guoyin Wang, Chenyang Tao, Dinghan Shen, Pengyu Cheng, Xinyuan Zhang, Wenlin Wang, Yizhe Zhang, Lawrence Carin https://www.aclweb.org/anthology/P19-1512.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-bilstm, arch-att, pre-word2vec 5 Are You Convinced? Choosing the More Convincing Evidence with a Siamese Network Martin Gleize, Eyal Shnarch, Leshem Choshen, Lena Dankin, Guy Moshkowich, Ranit Aharonov, Noam Slonim https://www.aclweb.org/anthology/P19-1093.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-seq2seq 15 Disentangled Representation Learning for Non-Parallel Text Style Transfer Vineet John, Lili Mou, Hareesh Bahuleyan, Olga Vechtomova https://www.aclweb.org/anthology/P19-1041.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-sgd, optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-condlm, task-seq2seq 0 Neural-based Chinese Idiom Recommendation for Enhancing Elegance in Essay Writing Yuanchao Liu, Bo Pang, Bingquan Liu https://www.aclweb.org/anthology/P19-1552.pdf
2019 ACL # arch-cnn, pre-word2vec, struct-crf, task-seqlab, task-relation 1 Decompositional Argument Mining: A General Purpose Approach for Argument Graph Construction Debela Gemechu, Chris Reed https://www.aclweb.org/anthology/P19-1049.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 # init-glorot, train-transfer, comb-ensemble, pre-word2vec, adv-train, task-lexicon 0 Automatic Domain Adaptation Outperforms Manual Domain Adaptation for Predicting Financial Outcomes Marina Sedinkina, Nikolas Breitkopf, Hinrich Schütze https://www.aclweb.org/anthology/P19-1034.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 # optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-treelstm, arch-att, pre-word2vec, pre-elmo, pre-bert, task-textpair, task-seq2seq, task-alignment 0 Putting Evaluation in Context: Contextual Embeddings Improve Machine Translation Evaluation Nitika Mathur, Timothy Baldwin, Trevor Cohn https://www.aclweb.org/anthology/P19-1269.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 # train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-word2vec, adv-train, latent-vae 2 Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu, Jie Zhou https://www.aclweb.org/anthology/P19-1192.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, arch-lstm, arch-att, arch-memo, pre-word2vec, latent-topic, task-textpair, task-seqlab, task-condlm 1 Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network Jingjing Wang, Changlong Sun, Shoushan Li, Xiaozhong Liu, Luo Si, Min Zhang, Guodong Zhou https://www.aclweb.org/anthology/P19-1345.pdf
2019 ACL # optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, comb-ensemble, search-beam, search-viterbi, pre-word2vec, pre-elmo, pre-bert, task-lm 0 Cross-Domain Generalization of Neural Constituency Parsers Daniel Fried, Nikita Kitaev, Dan Klein https://www.aclweb.org/anthology/P19-1031.pdf
2019 ACL # train-mll, arch-att, pre-word2vec, task-lexicon, task-alignment 6 Analyzing the Limitations of Cross-lingual Word Embedding Mappings Aitor Ormazabal, Mikel Artetxe, Gorka Labaka, Aitor Soroa, Eneko Agirre https://www.aclweb.org/anthology/P19-1492.pdf
2019 ACL # optim-adadelta, train-mll, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, comb-ensemble, pre-word2vec, pre-elmo, adv-train, task-lm, task-seq2seq 0 Distilling Discrimination and Generalization Knowledge for Event Detection via Delta-Representation Learning Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun https://www.aclweb.org/anthology/P19-1429.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-bert, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, meta-init 1 Few-Shot Representation Learning for Out-Of-Vocabulary Words Ziniu Hu, Ting Chen, Kai-Wei Chang, Yizhou Sun https://www.aclweb.org/anthology/P19-1402.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 # arch-rnn, arch-lstm, arch-att, search-beam, pre-word2vec, adv-train, latent-vae, task-lm, task-condlm, task-seq2seq 3 Retrieval-Enhanced Adversarial Training for Neural Response Generation Qingfu Zhu, Lei Cui, Wei-Nan Zhang, Furu Wei, Ting Liu https://www.aclweb.org/anthology/P19-1366.pdf
2019 ACL # optim-adam, reg-dropout, train-active, arch-att, arch-memo, arch-transformer, pre-word2vec, pre-fasttext, latent-vae, loss-nce, task-seq2seq 1 Improving Neural Conversational Models with Entropy-Based Data Filtering Richárd Csáky, Patrik Purgai, Gábor Recski https://www.aclweb.org/anthology/P19-1567.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, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-gating, arch-memo, arch-coverage, pre-word2vec, adv-train, latent-vae, task-seq2seq 0 Enhancing Topic-to-Essay Generation with External Commonsense Knowledge Pengcheng Yang, Lei Li, Fuli Luo, Tianyu Liu, Xu Sun https://www.aclweb.org/anthology/P19-1193.pdf
2019 ACL # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, task-textclass, task-seqlab, task-seq2seq 0 Rumor Detection by Exploiting User Credibility Information, Attention and Multi-task Learning Quanzhi Li, Qiong Zhang, Luo Si https://www.aclweb.org/anthology/P19-1113.pdf
2019 ACL # reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-transformer, comb-ensemble, pre-word2vec, task-seqlab, task-lm, task-seq2seq, task-relation 4 Open Vocabulary Learning for Neural Chinese Pinyin IME Zhuosheng Zhang, Yafang Huang, Hai Zhao https://www.aclweb.org/anthology/P19-1154.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-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, 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-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-coverage, search-beam, pre-word2vec, pre-bert, nondif-reinforce, latent-vae, task-seqlab, task-condlm, task-seq2seq, task-relation, task-tree, task-graph 0 Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning Tahira Naseem, Abhishek Shah, Hui Wan, Radu Florian, Salim Roukos, Miguel Ballesteros https://www.aclweb.org/anthology/P19-1451.pdf
2019 ACL # reg-labelsmooth, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, search-beam, pre-word2vec, task-seqlab, task-seq2seq, task-relation 0 Poetry to Prose Conversion in Sanskrit as a Linearisation Task: A Case for Low-Resource Languages Amrith Krishna, Vishnu Sharma, Bishal Santra, Aishik Chakraborty, Pavankumar Satuluri, Pawan Goyal https://www.aclweb.org/anthology/P19-1111.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-elmo, pre-bert, struct-hmm, latent-vae, task-extractive, task-lm, task-seq2seq, task-cloze 0 HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization Xingxing Zhang, Furu Wei, Ming Zhou https://www.aclweb.org/anthology/P19-1499.pdf
2019 ACL # train-transfer, arch-coverage, pre-word2vec, adv-examp, latent-topic, loss-nce, task-textclass, task-textpair 1 SherLIiC: A Typed Event-Focused Lexical Inference Benchmark for Evaluating Natural Language Inference Martin Schmitt, Hinrich Schütze https://www.aclweb.org/anthology/P19-1086.pdf
2019 ACL # optim-adagrad, train-mtl, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, arch-residual, arch-subword, pre-word2vec, pre-elmo 0 Employing the Correspondence of Relations and Connectives to Identify Implicit Discourse Relations via Label Embeddings Linh The Nguyen, Linh Van Ngo, Khoat Than, Thien Huu Nguyen https://www.aclweb.org/anthology/P19-1411.pdf
2019 ACL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-elmo, pre-bert, task-lm, task-seq2seq 1 Attention Is (not) All You Need for Commonsense Reasoning Tassilo Klein, Moin Nabi https://www.aclweb.org/anthology/P19-1477.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-memo, comb-ensemble, pre-word2vec, struct-crf, task-seq2seq 0 Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts Rui Xia, Zixiang Ding https://www.aclweb.org/anthology/P19-1096.pdf
2019 ACL # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, task-seqlab 3 Language Modelling Makes Sense: Propagating Representations through WordNet for Full-Coverage Word Sense Disambiguation Daniel Loureiro, Alípio Jorge https://www.aclweb.org/anthology/P19-1569.pdf
2019 ACL # reg-dropout, arch-lstm, arch-cnn, pre-word2vec, struct-crf, struct-cfg, meta-arch 1 AutoML Strategy Based on Grammatical Evolution: A Case Study about Knowledge Discovery from Text Suilan Estevez-Velarde, Yoan Gutiérrez, Andrés Montoyo, Yudivián Almeida-Cruz https://www.aclweb.org/anthology/P19-1428.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-textpair, task-seqlab 2 Robust Representation Learning of Biomedical Names Minh C. Phan, Aixin Sun, Yi Tay https://www.aclweb.org/anthology/P19-1317.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-gru, arch-bigru, arch-att, pre-word2vec, latent-vae, task-seq2seq 1 Modeling Semantic Relationship in Multi-turn Conversations with Hierarchical Latent Variables Lei Shen, Yang Feng, Haolan Zhan https://www.aclweb.org/anthology/P19-1549.pdf
2019 ACL # optim-adam, train-mll, arch-lstm, arch-coverage, pre-word2vec, task-seq2seq 3 Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference Learning Edwin Simpson, Erik-Lân Do Dinh, Tristan Miller, Iryna Gurevych https://www.aclweb.org/anthology/P19-1572.pdf
2019 ACL # train-mll, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, adv-train, task-lm, task-seq2seq, task-lexicon, task-alignment 0 Unsupervised Joint Training of Bilingual Word Embeddings Benjamin Marie, Atsushi Fujita https://www.aclweb.org/anthology/P19-1312.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, train-mll, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, adv-train 2 Adversarial Attention Modeling for Multi-dimensional Emotion Regression Suyang Zhu, Shoushan Li, Guodong Zhou https://www.aclweb.org/anthology/P19-1045.pdf
2019 ACL # arch-lstm, arch-att, arch-subword, pre-word2vec, task-textclass, task-lm, task-tree 0 Large Dataset and Language Model Fun-Tuning for Humor Recognition Vladislav Blinov, Valeria Bolotova-Baranova, Pavel Braslavski https://www.aclweb.org/anthology/P19-1394.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 # 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-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-word2vec, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-lm, task-relation 3 Reliability-aware Dynamic Feature Composition for Name Tagging Ying Lin, Liyuan Liu, Heng Ji, Dong Yu, Jiawei Han https://www.aclweb.org/anthology/P19-1016.pdf
2019 ACL # optim-adam, arch-rnn, arch-att, pre-word2vec, pre-bert, task-condlm, task-tree 17 A Corpus for Reasoning about Natural Language Grounded in Photographs Alane Suhr, Stephanie Zhou, Ally Zhang, Iris Zhang, Huajun Bai, Yoav Artzi https://www.aclweb.org/anthology/P19-1644.pdf
2019 ACL # arch-att, arch-coverage, pre-word2vec 0 Every Child Should Have Parents: A Taxonomy Refinement Algorithm Based on Hyperbolic Term Embeddings Rami Aly, Shantanu Acharya, Alexander Ossa, Arne Köhn, Chris Biemann, Alexander Panchenko https://www.aclweb.org/anthology/P19-1474.pdf
2019 ACL # optim-adam, train-mll, pre-word2vec, latent-topic, loss-svd, task-lm 0 A Wind of Change: Detecting and Evaluating Lexical Semantic Change across Times and Domains Dominik Schlechtweg, Anna Hätty, Marco Del Tredici, Sabine Schulte im Walde https://www.aclweb.org/anthology/P19-1072.pdf
2019 ACL # arch-rnn, arch-att, arch-coverage, comb-ensemble, pre-word2vec 2 Argument Invention from First Principles Yonatan Bilu, Ariel Gera, Daniel Hershcovich, Benjamin Sznajder, Dan Lahav, Guy Moshkowich, Anael Malet, Assaf Gavron, Noam Slonim https://www.aclweb.org/anthology/P19-1097.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, search-beam, pre-word2vec, task-lm, task-seq2seq 0 Abstractive Text Summarization Based on Deep Learning and Semantic Content Generalization Panagiotis Kouris, Georgios Alexandridis, Andreas Stafylopatis https://www.aclweb.org/anthology/P19-1501.pdf
2019 ACL # optim-sgd, arch-lstm, arch-cnn, arch-att, search-viterbi, pre-word2vec, task-textpair, task-condlm 2 Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video Zhenfang Chen, Lin Ma, Wenhan Luo, Kwan-Yee Kenneth Wong https://www.aclweb.org/anthology/P19-1183.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-seqlab 0 Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge Ziran Li, Ning Ding, Zhiyuan Liu, Haitao Zheng, Ying Shen https://www.aclweb.org/anthology/P19-1430.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-bert 4 Proactive Human-Machine Conversation with Explicit Conversation Goal Wenquan Wu, Zhen Guo, Xiangyang Zhou, Hua Wu, Xiyuan Zhang, Rongzhong Lian, Haifeng Wang https://www.aclweb.org/anthology/P19-1369.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, pool-max, arch-rnn, arch-att, arch-transformer, pre-word2vec, task-context 0 DeepSentiPeer: Harnessing Sentiment in Review Texts to Recommend Peer Review Decisions Tirthankar Ghosal, Rajeev Verma, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1106.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, task-textclass, task-extractive, task-lm, task-seq2seq 11 Is Attention Interpretable? Sofia Serrano, Noah A. Smith https://www.aclweb.org/anthology/P19-1282.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 # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-word2vec, task-seqlab, task-seq2seq 0 Vocabulary Pyramid Network: Multi-Pass Encoding and Decoding with Multi-Level Vocabularies for Response Generation Cao Liu, Shizhu He, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/P19-1367.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 # 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 # optim-adam, norm-gradient, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, pre-word2vec, task-extractive, task-seq2seq 0 This Email Could Save Your Life: Introducing the Task of Email Subject Line Generation Rui Zhang, Joel Tetreault https://www.aclweb.org/anthology/P19-1043.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 # reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-bilstm, arch-att, pre-word2vec, pre-bert, struct-crf, latent-topic, task-seqlab, task-relation 2 Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision Hongliang Dai, Yangqiu Song https://www.aclweb.org/anthology/P19-1520.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-sgd, optim-adam, optim-projection, reg-dropout, norm-gradient, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, struct-crf, adv-examp, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq 5 Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition Joey Tianyi Zhou, Hao Zhang, Di Jin, Hongyuan Zhu, Meng Fang, Rick Siow Mong Goh, Kenneth Kwok https://www.aclweb.org/anthology/P19-1336.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-word2vec, pre-elmo, pre-bert, task-textclass 4 One Time of Interaction May Not Be Enough: Go Deep with an Interaction-over-Interaction Network for Response Selection in Dialogues Chongyang Tao, Wei Wu, Can Xu, Wenpeng Hu, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/P19-1001.pdf
2019 ACL # optim-projection, train-mll, pre-word2vec 0 Annotation and Automatic Classification of Aspectual Categories Markus Egg, Helena Prepens, Will Roberts https://www.aclweb.org/anthology/P19-1323.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 # arch-coverage, pre-word2vec, latent-topic, task-seq2seq 1 Corpus-based Check-up for Thesaurus Natalia Loukachevitch https://www.aclweb.org/anthology/P19-1577.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, 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 # train-mll, arch-subword, pre-word2vec, pre-fasttext, adv-train, task-seq2seq, task-lexicon, task-alignment 5 Bilingual Lexicon Induction with Semi-supervision in Non-Isometric Embedding Spaces Barun Patra, Joel Ruben Antony Moniz, Sarthak Garg, Matthew R. Gormley, Graham Neubig https://www.aclweb.org/anthology/P19-1018.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-sgd, optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-lstm, arch-subword, pre-word2vec, pre-elmo, adv-train, loss-svd, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment 1 Unsupervised Multilingual Word Embedding with Limited Resources using Neural Language Models Takashi Wada, Tomoharu Iwata, Yuji Matsumoto https://www.aclweb.org/anthology/P19-1300.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 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, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-coverage, pre-word2vec, struct-crf, task-seq2seq 0 A Knowledge Regularized Hierarchical Approach for Emotion Cause Analysis Chuang Fan, Hongyu Yan, Jiachen Du, Lin Gui, Lidong Bing, Min Yang, Ruifeng Xu, Ruibin Mao https://www.aclweb.org/anthology/D19-1563.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, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-bilinear, pre-word2vec, pre-elmo, task-seq2seq, task-relation 0 Hierarchical Pointer Net Parsing Linlin Liu, Xiang Lin, Shafiq Joty, Simeng Han, Lidong Bing https://www.aclweb.org/anthology/D19-1093.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 # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-copy, arch-coverage, pre-word2vec, latent-vae, task-lm, task-seq2seq 0 Unsupervised Context Rewriting for Open Domain Conversation Kun Zhou, Kai Zhang, Yu Wu, Shujie Liu, Jingsong Yu https://www.aclweb.org/anthology/D19-1192.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-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, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-coverage, pre-word2vec, struct-crf, task-textclass, task-lm, task-seq2seq 0 Training Data Augmentation for Detecting Adverse Drug Reactions in User-Generated Content Sepideh Mesbah, Jie Yang, Robert-Jan Sips, Manuel Valle Torre, Christoph Lofi, Alessandro Bozzon, Geert-Jan Houben https://www.aclweb.org/anthology/D19-1239.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-att, comb-ensemble, pre-word2vec, task-seq2seq 0 Journalist-in-the-Loop: Continuous Learning as a Service for Rumour Analysis Twin Karmakharm, Nikolaos Aletras, Kalina Bontcheva https://www.aclweb.org/anthology/D19-3020.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-word2vec, pre-bert, task-seqlab, task-seq2seq, task-relation, task-tree 0 A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling Qingrong Xia, Zhenghua Li, Min Zhang https://www.aclweb.org/anthology/D19-1541.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, comb-ensemble, search-beam, pre-word2vec, task-seqlab, task-lm, task-relation, task-graph 0 Supervising Unsupervised Open Information Extraction Models Arpita Roy, Youngja Park, Taesung Lee, Shimei Pan https://www.aclweb.org/anthology/D19-1067.pdf
2019 EMNLP # train-mtl, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-word2vec, struct-crf, task-seqlab, task-lm, task-seq2seq 0 Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing Taiki Watanabe, Akihiro Tamura, Takashi Ninomiya, Takuya Makino, Tomoya Iwakura https://www.aclweb.org/anthology/D19-1648.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-memo, arch-transformer, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab, task-lm, task-relation 1 A Lexicon-Based Graph Neural Network for Chinese NER Tao Gui, Yicheng Zou, Qi Zhang, Minlong Peng, Jinlan Fu, Zhongyu Wei, Xuanjing Huang https://www.aclweb.org/anthology/D19-1096.pdf
2019 EMNLP # optim-adam, train-transfer, arch-att, arch-transformer, search-beam, pre-word2vec, task-lm, task-condlm, task-seq2seq 2 Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering Soravit Changpinyo, Bo Pang, Piyush Sharma, Radu Soricut https://www.aclweb.org/anthology/D19-1155.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-adam, optim-projection, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-elmo, struct-crf, task-lm, task-seq2seq, task-relation, task-tree 0 Semi-Supervised Semantic Role Labeling with Cross-View Training Rui Cai, Mirella Lapata https://www.aclweb.org/anthology/D19-1094.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, pre-word2vec, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Christian Hadiwinoto, Hwee Tou Ng, Wee Chung Gan https://www.aclweb.org/anthology/D19-1533.pdf
2019 EMNLP # train-active, pre-word2vec, latent-topic, loss-svd 0 PaRe: A Paper-Reviewer Matching Approach Using a Common Topic Space Omer Anjum, Hongyu Gong, Suma Bhat, Wen-Mei Hwu, JinJun Xiong https://www.aclweb.org/anthology/D19-1049.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-sgd, arch-lstm, arch-att, arch-selfatt, pre-word2vec, pre-bert, task-textclass, task-textpair, task-lm, task-cloze 0 News2vec: News Network Embedding with Subnode Information Ye Ma, Lu Zong, Yikang Yang, Jionglong Su https://www.aclweb.org/anthology/D19-1490.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-gru, arch-att, arch-memo, pre-word2vec, latent-vae 0 A Semi-Supervised Stable Variational Network for Promoting Replier-Consistency in Dialogue Generation Jinxin Chang, Ruifang He, Longbiao Wang, Xiangyu Zhao, Ting Yang, Ruifang Wang https://www.aclweb.org/anthology/D19-1200.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-sgd, optim-adam, optim-projection, train-augment, arch-rnn, arch-cnn, arch-att, comb-ensemble, pre-word2vec, pre-skipthought, pre-bert, task-textclass, task-textpair, task-seq2seq 0 Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach Zhenjie Zhao, Xiaojuan Ma https://www.aclweb.org/anthology/D19-1408.pdf
2019 EMNLP # optim-adam, optim-projection, arch-lstm, arch-gru, arch-cnn, pre-word2vec, pre-skipthought, task-textpair, task-lm, task-seq2seq, task-lexicon 0 Incorporating Visual Semantics into Sentence Representations within a Grounded Space Patrick Bordes, Eloi Zablocki, Laure Soulier, Benjamin Piwowarski, Patrick Gallinari https://www.aclweb.org/anthology/D19-1064.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, init-glorot, arch-rnn, arch-gru, arch-att, pre-word2vec, pre-elmo, task-condlm 2 Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts Julia Kruk, Jonah Lubin, Karan Sikka, Xiao Lin, Dan Jurafsky, Ajay Divakaran https://www.aclweb.org/anthology/D19-1469.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 # arch-lstm, pre-word2vec 0 Visualizing Trends of Key Roles in News Articles Chen Xia, Haoxiang Zhang, Jacob Moghtader, Allen Wu, Kai-Wei Chang https://www.aclweb.org/anthology/D19-3042.pdf
2019 EMNLP # optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, task-textclass, task-lm 0 Label-Specific Document Representation for Multi-Label Text Classification Lin Xiao, Xin Huang, Boli Chen, Liping Jing https://www.aclweb.org/anthology/D19-1044.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, search-viterbi, pre-word2vec, pre-skipthought, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation 0 Learning to Infer Entities, Properties and their Relations from Clinical Conversations Nan Du, Mingqiu Wang, Linh Tran, Gang Lee, Izhak Shafran https://www.aclweb.org/anthology/D19-1503.pdf
2019 EMNLP # train-mll, arch-rnn, arch-lstm, arch-att, arch-coverage, comb-ensemble, pre-word2vec, pre-bert, latent-topic, task-textclass, task-textpair 0 Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach Wenpeng Yin, Jamaal Hay, Dan Roth https://www.aclweb.org/anthology/D19-1404.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 # arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-word2vec, pre-elmo, pre-use, task-textclass, task-textpair, task-seq2seq 0 The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization Simeng Sun, Ani Nenkova https://www.aclweb.org/anthology/D19-1116.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, comb-ensemble, pre-word2vec, adv-train, loss-svd, task-seqlab, task-seq2seq, task-relation, task-alignment 0 Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping Jian Ni, Radu Florian https://www.aclweb.org/anthology/D19-1038.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 # reg-stopping, reg-patience, arch-lstm, arch-att, arch-copy, arch-coverage, search-greedy, pre-word2vec, task-textclass, task-seq2seq, task-tree 0 CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases Tao Yu, Rui Zhang, Heyang Er, Suyi Li, Eric Xue, Bo Pang, Xi Victoria Lin, Yi Chern Tan, Tianze Shi, Zihan Li, Youxuan Jiang, Michihiro Yasunaga, Sungrok Shim, Tao Chen, Alexander Fabbri, Zifan Li, Luyao Chen, Yuwen Zhang, Shreya Dixit, Vincent Zhang, Caiming Xiong, Richard Socher, Walter Lasecki, Dragomir Radev https://www.aclweb.org/anthology/D19-1204.pdf
2019 EMNLP # optim-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, pre-word2vec, task-alignment 0 Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots Chunyuan Yuan, Wei Zhou, Mingming Li, Shangwen Lv, Fuqing Zhu, Jizhong Han, Songlin Hu https://www.aclweb.org/anthology/D19-1011.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, task-textpair 2 Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling Jinfeng Rao, Linqing Liu, Yi Tay, Wei Yang, Peng Shi, Jimmy Lin https://www.aclweb.org/anthology/D19-1540.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 # arch-lstm, arch-bilstm, arch-att, comb-ensemble, pre-word2vec, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm 0 PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin, Bhuwan Dhingra, Zhengping Liu, William Cohen, Xinghua Lu https://www.aclweb.org/anthology/D19-1259.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, norm-layer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-textpair, task-extractive, task-spanlab, task-lm, task-seq2seq, task-cloze 0 Fine-tune BERT with Sparse Self-Attention Mechanism Baiyun Cui, Yingming Li, Ming Chen, Zhongfei Zhang https://www.aclweb.org/anthology/D19-1361.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-word2vec, task-textclass 0 Using Clinical Notes with Time Series Data for ICU Management Swaraj Khadanga, Karan Aggarwal, Shafiq Joty, Jaideep Srivastava https://www.aclweb.org/anthology/D19-1678.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 # 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, optim-projection, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-word2vec, task-textclass, task-seq2seq 1 Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao, Chun Wang, Bing Ma https://www.aclweb.org/anthology/D19-1043.pdf
2019 EMNLP # reg-dropout, pool-max, pre-word2vec, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair 1 Efficient Sentence Embedding using Discrete Cosine Transform Nada Almarwani, Hanan Aldarmaki, Mona Diab https://www.aclweb.org/anthology/D19-1380.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-adam, optim-projection, reg-dropout, train-transfer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, pre-bert, task-seq2seq, task-relation, task-tree 0 Leveraging Dependency Forest for Neural Medical Relation Extraction Linfeng Song, Yue Zhang, Daniel Gildea, Mo Yu, Zhiguo Wang, Jinsong Su https://www.aclweb.org/anthology/D19-1020.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, task-textclass 0 Improving Distantly-Supervised Relation Extraction with Joint Label Embedding Linmei Hu, Luhao Zhang, Chuan Shi, Liqiang Nie, Weili Guan, Cheng Yang https://www.aclweb.org/anthology/D19-1395.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 # reg-dropout, train-mtl, train-transfer, arch-rnn, arch-cnn, arch-att, arch-subword, pre-word2vec, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq 0 Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification Oren Melamud, Mihaela Bornea, Ken Barker https://www.aclweb.org/anthology/D19-1401.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, train-active, arch-lstm, arch-bilstm, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-textpair, task-extractive, task-condlm, task-seq2seq 2 MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance Wei Zhao, Maxime Peyrard, Fei Liu, Yang Gao, Christian M. Meyer, Steffen Eger https://www.aclweb.org/anthology/D19-1053.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 # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, pre-word2vec, latent-vae, latent-topic 1 Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification Hu Linmei, Tianchi Yang, Chuan Shi, Houye Ji, Xiaoli Li https://www.aclweb.org/anthology/D19-1488.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, search-beam, pre-word2vec, struct-crf, latent-vae, task-seqlab, task-lm, task-relation, task-tree 0 Neural Generative Rhetorical Structure Parsing Amandla Mabona, Laura Rimell, Stephen Clark, Andreas Vlachos https://www.aclweb.org/anthology/D19-1233.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-condlm, task-seq2seq 0 Unsupervised Discovery of Multimodal Links in Multi-image, Multi-sentence Documents Jack Hessel, Lillian Lee, David Mimno https://www.aclweb.org/anthology/D19-1210.pdf
2019 EMNLP # reg-dropout, pool-max, arch-cnn, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-word2vec, adv-train, task-textclass, task-textpair 0 Self-Attention Enhanced CNNs and Collaborative Curriculum Learning for Distantly Supervised Relation Extraction Yuyun Huang, Jinhua Du https://www.aclweb.org/anthology/D19-1037.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 # pre-word2vec, pre-bert, task-lm, task-seq2seq 1 ALTER: Auxiliary Text Rewriting Tool for Natural Language Generation Qiongkai Xu, Chenchen Xu, Lizhen Qu https://www.aclweb.org/anthology/D19-3003.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, pre-word2vec, adv-train 0 Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction Xiang Deng, Huan Sun https://www.aclweb.org/anthology/D19-1039.pdf
2019 EMNLP # optim-sgd, train-transfer, arch-rnn, arch-gru, arch-att, pre-word2vec, latent-vae, task-seq2seq 0 Modeling Personalization in Continuous Space for Response Generation via Augmented Wasserstein Autoencoders Zhangming Chan, Juntao Li, Xiaopeng Yang, Xiuying Chen, Wenpeng Hu, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1201.pdf
2019 EMNLP # arch-att, pre-word2vec, adv-train, task-seq2seq, task-relation, task-tree 0 Generating Modern Poetry Automatically in Finnish Mika Hämäläinen, Khalid Alnajjar https://www.aclweb.org/anthology/D19-1617.pdf
2019 EMNLP # pool-max, arch-rnn, arch-cnn, arch-att, pre-word2vec, latent-topic, task-textclass 0 The Myth of Double-Blind Review Revisited: ACL vs. EMNLP Cornelia Caragea, Ana Uban, Liviu P. Dinu https://www.aclweb.org/anthology/D19-1236.pdf
2019 EMNLP # arch-att, arch-coverage, pre-word2vec 0 A Dataset of General-Purpose Rebuttal Matan Orbach, Yonatan Bilu, Ariel Gera, Yoav Kantor, Lena Dankin, Tamar Lavee, Lili Kotlerman, Shachar Mirkin, Michal Jacovi, Ranit Aharonov, Noam Slonim https://www.aclweb.org/anthology/D19-1561.pdf
2019 EMNLP # reg-dropout, reg-stopping, reg-patience, arch-lstm, arch-cnn, search-viterbi, pre-word2vec, pre-fasttext, pre-elmo, pre-bert 0 HARE: a Flexible Highlighting Annotator for Ranking and Exploration Denis Newman-Griffis, Eric Fosler-Lussier https://www.aclweb.org/anthology/D19-3015.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 # arch-transformer, pre-word2vec, pre-bert, latent-vae, latent-topic, task-textclass, task-tree 0 Identifying Predictive Causal Factors from News Streams Ananth Balashankar, Sunandan Chakraborty, Samuel Fraiberger, Lakshminarayanan Subramanian https://www.aclweb.org/anthology/D19-1238.pdf
2019 EMNLP # pre-word2vec 0 TellMeWhy: Learning to Explain Corrective Feedback for Second Language Learners Yi-Huei Lai, Jason Chang https://www.aclweb.org/anthology/D19-3040.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-coverage, comb-ensemble, pre-word2vec, struct-crf, task-textclass 0 Coverage of Information Extraction from Sentences and Paragraphs Simon Razniewski, Nitisha Jain, Paramita Mirza, Gerhard Weikum https://www.aclweb.org/anthology/D19-1583.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, struct-crf, adv-train, task-seqlab, task-seq2seq 3 Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning Zheng Li, Xin Li, Ying Wei, Lidong Bing, Yu Zhang, Qiang Yang https://www.aclweb.org/anthology/D19-1466.pdf
2019 EMNLP # reg-dropout, reg-norm, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training Giannis Karamanolakis, Daniel Hsu, Luis Gravano https://www.aclweb.org/anthology/D19-1468.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, adv-train, task-lm, task-seq2seq 0 Specificity-Driven Cascading Approach for Unsupervised Sentiment Modification Pengcheng Yang, Junyang Lin, Jingjing Xu, Jun Xie, Qi Su, Xu Sun https://www.aclweb.org/anthology/D19-1553.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-sgd, optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, pre-word2vec, pre-fasttext, task-textclass, task-seq2seq 0 ProSeqo: Projection Sequence Networks for On-Device Text Classification Zornitsa Kozareva, Sujith Ravi https://www.aclweb.org/anthology/D19-1402.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-mtl, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-coverage, pre-word2vec, latent-topic, task-spanlab, task-seq2seq 0 A Neural Citation Count Prediction Model based on Peer Review Text Siqing Li, Wayne Xin Zhao, Eddy Jing Yin, Ji-Rong Wen https://www.aclweb.org/anthology/D19-1497.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-recnn, arch-cnn, arch-att, arch-memo, arch-copy, comb-ensemble, pre-word2vec, task-tree 0 Tree-structured Decoding for Solving Math Word Problems Qianying Liu, Wenyv Guan, Sujian Li, Daisuke Kawahara https://www.aclweb.org/anthology/D19-1241.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-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-elmo, task-lm, task-seq2seq, task-tree 0 A Unified Neural Coherence Model Han Cheol Moon, Tasnim Mohiuddin, Shafiq Joty, Chi Xu https://www.aclweb.org/anthology/D19-1231.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 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-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-coverage, pre-word2vec, struct-crf, latent-vae, loss-nce, task-seqlab, task-relation 0 Neural Chinese Address Parsing Hao Li, Wei Lu, Pengjun Xie, Linlin Li https://www.aclweb.org/anthology/N19-1346.pdf
2019 NAA-CL # pre-word2vec, pre-fasttext 0 Fast Concept Mention Grouping for Concept Map-based Multi-Document Summarization Tobias Falke, Iryna Gurevych https://www.aclweb.org/anthology/N19-1074.pdf
2019 NAA-CL # arch-rnn, arch-cnn, pre-word2vec, loss-svd, task-textclass, task-relation 1 Vector of Locally Aggregated Embeddings for Text Representation Hadi Amiri, Mitra Mohtarami https://www.aclweb.org/anthology/N19-1143.pdf
2019 NAA-CL # optim-sgd, optim-adam, train-mll, arch-att, arch-subword, pre-word2vec, task-condlm, task-seq2seq, task-lexicon 1 Cross-lingual Visual Verb Sense Disambiguation Spandana Gella, Desmond Elliott, Frank Keller https://www.aclweb.org/anthology/N19-1200.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, struct-crf, task-textclass, task-seq2seq 3 HiGRU: Hierarchical Gated Recurrent Units for Utterance-Level Emotion Recognition Wenxiang Jiao, Haiqin Yang, Irwin King, Michael R. Lyu https://www.aclweb.org/anthology/N19-1037.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, latent-vae, task-lm 5 Document-Level N-ary Relation Extraction with Multiscale Representation Learning Robin Jia, Cliff Wong, Hoifung Poon https://www.aclweb.org/anthology/N19-1370.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-adam, reg-stopping, reg-decay, train-active, arch-lstm, pre-word2vec, latent-vae, task-textclass, task-seqlab 0 Modelling Instance-Level Annotator Reliability for Natural Language Labelling Tasks Maolin Li, Arvid Fahlström Myrman, Tingting Mu, Sophia Ananiadou https://www.aclweb.org/anthology/N19-1295.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, 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, 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-sgd, reg-dropout, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab 1 An Encoding Strategy Based Word-Character LSTM for Chinese NER Wei Liu, Tongge Xu, Qinghua Xu, Jiayu Song, Yueran Zu https://www.aclweb.org/anthology/N19-1247.pdf
2019 NAA-CL # optim-adam, pool-max, arch-lstm, arch-coverage, pre-word2vec, struct-crf, task-seqlab 1 TOI-CNN: a Solution of Information Extraction on Chinese Insurance Policy Lin Sun, Kai Zhang, Fule Ji, Zhenhua Yang https://www.aclweb.org/anthology/N19-2022.pdf
2019 NAA-CL # arch-lstm, arch-bilstm, arch-att, comb-ensemble, pre-word2vec, task-lm, task-relation 3 Incorporating Emoji Descriptions Improves Tweet Classification Abhishek Singh, Eduardo Blanco, Wei Jin https://www.aclweb.org/anthology/N19-1214.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, 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, 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 # optim-adam, optim-projection, pre-word2vec, task-seqlab 7 Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings Thomas Manzini, Lim Yao Chong, Alan W Black, Yulia Tsvetkov https://www.aclweb.org/anthology/N19-1062.pdf
2019 NAA-CL # optim-sgd, optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-energy, search-viterbi, pre-word2vec, pre-skipthought, struct-hmm, struct-crf, adv-train, task-textclass, task-seq2seq 0 Adaptation of Hierarchical Structured Models for Speech Act Recognition in Asynchronous Conversation Tasnim Mohiuddin, Thanh-Tung Nguyen, Shafiq Joty https://www.aclweb.org/anthology/N19-1134.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 # arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-coverage, arch-transformer, pre-word2vec, pre-elmo, pre-bert, pre-use, task-textpair, task-seq2seq, task-tree 4 Evaluating Coherence in Dialogue Systems using Entailment Nouha Dziri, Ehsan Kamalloo, Kory Mathewson, Osmar Zaiane https://www.aclweb.org/anthology/N19-1381.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-word2vec, pre-paravec, pre-skipthought, loss-svd, task-seq2seq 0 Automatic learner summary assessment for reading comprehension Menglin Xia, Ekaterina Kochmar, Ted Briscoe https://www.aclweb.org/anthology/N19-1261.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-adadelta, reg-decay, train-mtl, arch-rnn, arch-att, pre-word2vec, struct-crf, latent-vae, latent-topic, task-textclass, task-relation 0 A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification Ziqian Zeng, Wenxuan Zhou, Xin Liu, Yangqiu Song https://www.aclweb.org/anthology/N19-1036.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 # optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-transformer, comb-ensemble, pre-word2vec, latent-vae, task-lm 0 Using Large Corpus N-gram Statistics to Improve Recurrent Neural Language Models Yiben Yang, Ji-Ping Wang, Doug Downey https://www.aclweb.org/anthology/N19-1330.pdf
2019 NAA-CL # optim-adam, comb-ensemble, pre-word2vec, latent-topic 1 Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process Dingcheng Li, Siamak Zamani, Jingyuan Zhang, Ping Li https://www.aclweb.org/anthology/N19-1099.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, norm-layer, train-augment, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, pre-word2vec, task-seq2seq, task-tree, task-graph 2 Factorising AMR generation through syntax Kris Cao, Stephen Clark https://www.aclweb.org/anthology/N19-1223.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 # arch-lstm, arch-cnn, pre-word2vec, latent-topic, task-textclass 4 Augmenting word2vec with latent Dirichlet allocation within a clinical application Akshay Budhkar, Frank Rudzicz https://www.aclweb.org/anthology/N19-1414.pdf
2019 NAA-CL # optim-adam, optim-projection, train-mll, activ-relu, arch-lstm, arch-bilstm, arch-att, arch-bilinear, comb-ensemble, pre-word2vec, task-seq2seq, task-relation, task-alignment 2 Low-Resource Syntactic Transfer with Unsupervised Source Reordering Mohammad Sadegh Rasooli, Michael Collins https://www.aclweb.org/anthology/N19-1385.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-att, comb-ensemble, search-viterbi, pre-word2vec, struct-hmm, struct-crf, task-seqlab, task-lm 0 Improving Cross-Domain Chinese Word Segmentation with Word Embeddings Yuxiao Ye, Weikang Li, Yue Zhang, Likun Qiu, Jian Sun https://www.aclweb.org/anthology/N19-1279.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 # reg-dropout, arch-rnn, arch-lstm, pre-word2vec, latent-vae, task-lm 1 Unsupervised Dialog Structure Learning Weiyan Shi, Tiancheng Zhao, Zhou Yu https://www.aclweb.org/anthology/N19-1178.pdf