Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-subword, search-viterbi, task-textclass, task-seqlab, task-lm, task-seq2seq 0 Stochastic Tokenization with a Language Model for Neural Text Classification Tatsuya Hiraoka, Hiroyuki Shindo, Yuji Matsumoto https://www.aclweb.org/anthology/P19-1158.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 # 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 # reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-cnn, arch-att, arch-subword, arch-transformer, adv-examp, task-textclass, task-lm, task-seq2seq 6 Robust Neural Machine Translation with Doubly Adversarial Inputs Yong Cheng, Lu Jiang, Wolfgang Macherey https://www.aclweb.org/anthology/P19-1425.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, 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-sgd, reg-dropout, reg-labelsmooth, train-mtl, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-transformer, comb-ensemble, search-beam, pre-bert, struct-cfg, task-textclass, task-lm, task-seq2seq, task-relation 1 Scalable Syntax-Aware Language Models Using Knowledge Distillation Adhiguna Kuncoro, Chris Dyer, Laura Rimell, Stephen Clark, Phil Blunsom https://www.aclweb.org/anthology/P19-1337.pdf
2019 ACL # norm-layer, train-mll, train-transfer, arch-att, arch-subword, arch-transformer, task-textclass, task-spanlab, task-lm, task-seq2seq 5 Large-Scale Transfer Learning for Natural Language Generation Sergey Golovanov, Rauf Kurbanov, Sergey Nikolenko, Kyryl Truskovskyi, Alexander Tselousov, Thomas Wolf https://www.aclweb.org/anthology/P19-1608.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, pre-bert, loss-nce, task-textclass, task-textpair 0 Matching Article Pairs with Graphical Decomposition and Convolutions Bang Liu, Di Niu, Haojie Wei, Jinghong Lin, Yancheng He, Kunfeng Lai, Yu Xu https://www.aclweb.org/anthology/P19-1632.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-coverage, comb-ensemble, search-viterbi, struct-crf, adv-train, task-textclass, task-seq2seq, task-relation 0 A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining Shweta Yadav, Asif Ekbal, Sriparna Saha, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1516.pdf
2019 ACL # optim-adam, optim-amsgrad, optim-projection, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq, task-relation 0 Can You Tell Me How to Get Past Sesame Street? Sentence-Level Pretraining Beyond Language Modeling Alex Wang, Jan Hula, Patrick Xia, Raghavendra Pappagari, R. Thomas McCoy, Roma Patel, Najoung Kim, Ian Tenney, Yinghui Huang, Katherin Yu, Shuning Jin, Berlin Chen, Benjamin Van Durme, Edouard Grave, Ellie Pavlick, Samuel R. Bowman https://www.aclweb.org/anthology/P19-1439.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, nondif-straightthrough, nondif-reinforce, latent-vae, task-textclass, task-textpair, task-lm 3 Interpretable Neural Predictions with Differentiable Binary Variables Joost Bastings, Wilker Aziz, Ivan Titov https://www.aclweb.org/anthology/P19-1284.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-relation, task-graph 2 Graph-based Dependency Parsing with Graph Neural Networks Tao Ji, Yuanbin Wu, Man Lan https://www.aclweb.org/anthology/P19-1237.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-gnn, arch-att, arch-selfatt, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-spanlab, task-seq2seq 6 Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs Ming Tu, Guangtao Wang, Jing Huang, Yun Tang, Xiaodong He, Bowen Zhou https://www.aclweb.org/anthology/P19-1260.pdf
2019 ACL # optim-adam, train-mtl, train-transfer, arch-lstm, arch-cnn, arch-att, arch-memo, struct-crf, task-textclass 3 Transfer Capsule Network for Aspect Level Sentiment Classification Zhuang Chen, Tieyun Qian https://www.aclweb.org/anthology/P19-1052.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-transfer, arch-gru, arch-gcnn, arch-cnn, arch-att, task-textclass, task-textpair, task-lm, task-seq2seq 0 Hierarchical Transfer Learning for Multi-label Text Classification Siddhartha Banerjee, Cem Akkaya, Francisco Perez-Sorrosal, Kostas Tsioutsiouliklis https://www.aclweb.org/anthology/P19-1633.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 # 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 # init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, pre-elmo, pre-bert, struct-crf, task-textclass 12 Joint Slot Filling and Intent Detection via Capsule Neural Networks Chenwei Zhang, Yaliang Li, Nan Du, Wei Fan, Philip Yu https://www.aclweb.org/anthology/P19-1519.pdf
2019 ACL # optim-adam, train-mll, train-transfer, train-active, arch-cnn, arch-att, search-viterbi, struct-crf, task-textclass, task-seqlab 0 Learning How to Active Learn by Dreaming Thuy-Trang Vu, Ming Liu, Dinh Phung, Gholamreza Haffari https://www.aclweb.org/anthology/P19-1401.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, comb-ensemble, search-greedy, task-textclass, task-lm, task-condlm, task-seq2seq 3 A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification Pengcheng Yang, Fuli Luo, Shuming Ma, Junyang Lin, Xu Sun https://www.aclweb.org/anthology/P19-1518.pdf
2019 ACL # optim-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, task-textclass, task-lm 9 Multilingual Constituency Parsing with Self-Attention and Pre-Training Nikita Kitaev, Steven Cao, Dan Klein https://www.aclweb.org/anthology/P19-1340.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 # arch-recnn, latent-topic, task-textclass 1 What Makes a Good Counselor? Learning to Distinguish between High-quality and Low-quality Counseling Conversations Verónica Pérez-Rosas, Xinyi Wu, Kenneth Resnicow, Rada Mihalcea https://www.aclweb.org/anthology/P19-1088.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-att, arch-residual, arch-gating, arch-subword, arch-transformer, comb-ensemble, search-beam, task-textclass, task-seq2seq 1 Depth Growing for Neural Machine Translation Lijun Wu, Yiren Wang, Yingce Xia, Fei Tian, Fei Gao, Tao Qin, Jianhuang Lai, Tie-Yan Liu https://www.aclweb.org/anthology/P19-1558.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 # reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-subword, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq 10 Is Word Segmentation Necessary for Deep Learning of Chinese Representations? Xiaoya Li, Yuxian Meng, Xiaofei Sun, Qinghong Han, Arianna Yuan, Jiwei Li https://www.aclweb.org/anthology/P19-1314.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, task-textclass, task-extractive, task-lm, task-seq2seq 4 Multi-News: A Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model Alexander Fabbri, Irene Li, Tianwei She, Suyi Li, Dragomir Radev https://www.aclweb.org/anthology/P19-1102.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-sgd, optim-adam, optim-projection, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-fasttext, nondif-reinforce, task-textclass, task-lm, task-condlm, task-relation 2 Visually Grounded Neural Syntax Acquisition Haoyue Shi, Jiayuan Mao, Kevin Gimpel, Karen Livescu https://www.aclweb.org/anthology/P19-1180.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 # optim-adam, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-elmo, loss-svd, task-textclass, task-textpair, task-lm, task-seq2seq, meta-arch 1 Continual and Multi-Task Architecture Search Ramakanth Pasunuru, Mohit Bansal https://www.aclweb.org/anthology/P19-1185.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 # 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, arch-att, arch-coverage, task-textclass, task-spanlab, task-relation 2 Errudite: Scalable, Reproducible, and Testable Error Analysis Tongshuang Wu, Marco Tulio Ribeiro, Jeffrey Heer, Daniel Weld https://www.aclweb.org/anthology/P19-1073.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, norm-batch, norm-gradient, train-mtl, activ-relu, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-transformer, pre-fasttext, task-textclass, task-lm 1 #YouToo? Detection of Personal Recollections of Sexual Harassment on Social Media Arijit Ghosh Chowdhury, Ramit Sawhney, Rajiv Ratn Shah, Debanjan Mahata https://www.aclweb.org/anthology/P19-1241.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, optim-projection, reg-dropout, train-mll, arch-lstm, arch-att, task-textclass, task-seqlab 0 You Write like You Eat: Stylistic Variation as a Predictor of Social Stratification Angelo Basile, Albert Gatt, Malvina Nissim https://www.aclweb.org/anthology/P19-1246.pdf
2019 ACL # reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-subword, latent-topic, task-textclass 0 Topic Tensor Network for Implicit Discourse Relation Recognition in Chinese Sheng Xu, Peifeng Li, Fang Kong, Qiaoming Zhu, Guodong Zhou https://www.aclweb.org/anthology/P19-1058.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 # arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, adv-examp, task-textclass, task-seq2seq 2 On the Robustness of Self-Attentive Models Yu-Lun Hsieh, Minhao Cheng, Da-Cheng Juan, Wei Wei, Wen-Lian Hsu, Cho-Jui Hsieh https://www.aclweb.org/anthology/P19-1147.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-cnn, arch-att, task-textclass, task-seqlab, task-lm 0 On-device Structured and Context Partitioned Projection Networks Sujith Ravi, Zornitsa Kozareva https://www.aclweb.org/anthology/P19-1368.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-adam, arch-memo, arch-coverage, arch-transformer, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-seq2seq 5 Towards Empathetic Open-domain Conversation Models: A New Benchmark and Dataset Hannah Rashkin, Eric Michael Smith, Margaret Li, Y-Lan Boureau https://www.aclweb.org/anthology/P19-1534.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-textclass, task-seqlab, task-lm 0 Neural Temporality Adaptation for Document Classification: Diachronic Word Embeddings and Domain Adaptation Models Xiaolei Huang, Michael J. Paul https://www.aclweb.org/anthology/P19-1403.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, pool-max, arch-lstm, arch-att, arch-coverage, pre-fasttext, pre-skipthought, latent-vae, loss-svd, task-textclass, task-textpair, task-lm, task-seq2seq 1 Learning Compressed Sentence Representations for On-Device Text Processing Dinghan Shen, Pengyu Cheng, Dhanasekar Sundararaman, Xinyuan Zhang, Qian Yang, Meng Tang, Asli Celikyilmaz, Lawrence Carin https://www.aclweb.org/anthology/P19-1011.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 # train-mll, train-transfer, train-augment, arch-att, arch-coverage, loss-nce, task-textclass, task-seq2seq 4 CONAN - COunter NArratives through Nichesourcing: a Multilingual Dataset of Responses to Fight Online Hate Speech Yi-Ling Chung, Elizaveta Kuzmenko, Serra Sinem Tekiroglu, Marco Guerini https://www.aclweb.org/anthology/P19-1271.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, reg-dropout, train-transfer, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-elmo, pre-bert, adv-train, task-textclass, task-lm, task-seq2seq, task-relation 2 Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction Christoph Alt, Marc Hübner, Leonhard Hennig https://www.aclweb.org/anthology/P19-1134.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass 1 Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social Good Xuewei Wang, Weiyan Shi, Richard Kim, Yoojung Oh, Sijia Yang, Jingwen Zhang, Zhou Yu https://www.aclweb.org/anthology/P19-1566.pdf
2019 ACL # optim-projection, train-mll, arch-subword, pre-fasttext, latent-vae, loss-svd, task-textclass, task-lm, task-seq2seq, task-lexicon 0 Multilingual Factor Analysis Francisco Vargas, Kamen Brestnichki, Alex Papadopoulos Korfiatis, Nils Hammerla https://www.aclweb.org/anthology/P19-1170.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, search-beam, latent-vae, task-textclass, task-lm, task-seq2seq 2 Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking Masaru Isonuma, Junichiro Mori, Ichiro Sakata https://www.aclweb.org/anthology/P19-1206.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 # 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-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-bilinear, task-textclass, task-spanlab, task-seq2seq 0 ChID: A Large-scale Chinese IDiom Dataset for Cloze Test Chujie Zheng, Minlie Huang, Aixin Sun https://www.aclweb.org/anthology/P19-1075.pdf
2019 ACL # train-mtl, train-transfer, arch-lstm, arch-att, pre-elmo, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq, task-cloze 6 Pretraining Methods for Dialog Context Representation Learning Shikib Mehri, Evgeniia Razumovskaia, Tiancheng Zhao, Maxine Eskenazi https://www.aclweb.org/anthology/P19-1373.pdf
2019 ACL # train-mtl, train-transfer, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-spanlab, task-lm, task-seq2seq, task-relation 4 BAM! Born-Again Multi-Task Networks for Natural Language Understanding Kevin Clark, Minh-Thang Luong, Urvashi Khandelwal, Christopher D. Manning, Quoc V. Le https://www.aclweb.org/anthology/P19-1595.pdf
2019 ACL # arch-recnn, task-textclass, task-lm 0 Finding Your Voice: The Linguistic Development of Mental Health Counselors Justine Zhang, Robert Filbin, Christine Morrison, Jaclyn Weiser, Cristian Danescu-Niculescu-Mizil https://www.aclweb.org/anthology/P19-1089.pdf
2019 ACL # optim-adam, init-glorot, reg-decay, train-augment, arch-rnn, arch-att, arch-bilinear, arch-subword, task-textclass, task-lm, task-seq2seq, task-relation 5 Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod, Sebastian J. Mielke, Hanna Wallach, Ryan Cotterell https://www.aclweb.org/anthology/P19-1161.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 # 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-adam, reg-stopping, norm-gradient, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-copy, search-beam, latent-vae, latent-topic, task-textclass, task-seq2seq 3 Topic-Aware Neural Keyphrase Generation for Social Media Language Yue Wang, Jing Li, Hou Pong Chan, Irwin King, Michael R. Lyu, Shuming Shi https://www.aclweb.org/anthology/P19-1240.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 # optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-copy, latent-topic, task-textclass, task-seqlab, task-seq2seq, task-graph 2 Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model Wei Li, Jingjing Xu, Yancheng He, ShengLi Yan, Yunfang Wu, Xu Sun https://www.aclweb.org/anthology/P19-1479.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, pre-fasttext, latent-topic, task-textclass, task-lm, task-seq2seq 0 Fine-Grained Spoiler Detection from Large-Scale Review Corpora Mengting Wan, Rishabh Misra, Ndapa Nakashole, Julian McAuley https://www.aclweb.org/anthology/P19-1248.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, comb-ensemble, adv-train, task-textclass, meta-arch 1 Incorporating Priors with Feature Attribution on Text Classification Frederick Liu, Besim Avci https://www.aclweb.org/anthology/P19-1631.pdf
2019 ACL # train-mll, train-transfer, pool-max, pool-mean, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-subword, task-textclass, task-seq2seq 4 Exploiting Sentential Context for Neural Machine Translation Xing Wang, Zhaopeng Tu, Longyue Wang, Shuming Shi https://www.aclweb.org/anthology/P19-1624.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, 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 # optim-adam, reg-dropout, reg-decay, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, comb-ensemble, task-textclass, task-lm, task-seq2seq 0 StRE: Self Attentive Edit Quality Prediction in Wikipedia Soumya Sarkar, Bhanu Prakash Reddy, Sandipan Sikdar, Animesh Mukherjee https://www.aclweb.org/anthology/P19-1387.pdf
2019 ACL # train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq 0 Literary Event Detection Matthew Sims, Jong Ho Park, David Bamman https://www.aclweb.org/anthology/P19-1353.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-bert, adv-examp, adv-train, latent-vae, task-textclass, task-textpair, task-seq2seq 0 Soft Representation Learning for Sparse Transfer Haeju Park, Jinyoung Yeo, Gengyu Wang, Seung-won Hwang https://www.aclweb.org/anthology/P19-1151.pdf
2019 ACL # optim-sgd, optim-projection, reg-dropout, reg-stopping, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, pre-bert, task-textclass, task-spanlab, task-lm, task-tree 5 Training Neural Response Selection for Task-Oriented Dialogue Systems Matthew Henderson, Ivan Vulić, Daniela Gerz, Iñigo Casanueva, Paweł Budzianowski, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrkšić, Pei-Hao Su https://www.aclweb.org/anthology/P19-1536.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 # 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, 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, 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, reg-dropout, reg-decay, reg-labelsmooth, train-mll, train-transfer, arch-att, arch-selfatt, arch-transformer, comb-ensemble, search-beam, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-cloze 1 A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning Gonçalo M. Correia, André F. T. Martins https://www.aclweb.org/anthology/P19-1292.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 # optim-projection, train-mll, train-transfer, arch-coverage, arch-subword, struct-crf, adv-train, latent-topic, task-textclass, task-lexicon 1 A Resource-Free Evaluation Metric for Cross-Lingual Word Embeddings Based on Graph Modularity Yoshinari Fujinuma, Jordan Boyd-Graber, Michael J. Paul https://www.aclweb.org/anthology/P19-1489.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 # train-mll, arch-lstm, arch-bilstm, arch-coverage, latent-topic, task-textclass, task-lexicon 3 Just “OneSeC” for Producing Multilingual Sense-Annotated Data Bianca Scarlini, Tommaso Pasini, Roberto Navigli https://www.aclweb.org/anthology/P19-1069.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, reg-worddropout, arch-rnn, arch-att, arch-selfatt, arch-transformer, pre-fasttext, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq 6 Style Transformer: Unpaired Text Style Transfer without Disentangled Latent Representation Ning Dai, Jianze Liang, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1601.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 # arch-coverage, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm 1 Human vs. Muppet: A Conservative Estimate of Human Performance on the GLUE Benchmark Nikita Nangia, Samuel R. Bowman https://www.aclweb.org/anthology/P19-1449.pdf
2019 ACL # arch-rnn, arch-lstm, task-textclass 2 Yes, we can! Mining Arguments in 50 Years of US Presidential Campaign Debates Shohreh Haddadan, Elena Cabrio, Serena Villata https://www.aclweb.org/anthology/P19-1463.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 # arch-lstm, arch-att, adv-examp, adv-train, task-textclass, task-textpair, task-lm 2 Generating Fluent Adversarial Examples for Natural Languages Huangzhao Zhang, Hao Zhou, Ning Miao, Lei Li https://www.aclweb.org/anthology/P19-1559.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 # 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-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, optim-projection, init-glorot, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-cnn, arch-att, comb-ensemble, adv-train, latent-vae, latent-topic, task-textclass, task-seq2seq 0 Semi-supervised Stochastic Multi-Domain Learning using Variational Inference Yitong Li, Timothy Baldwin, Trevor Cohn https://www.aclweb.org/anthology/P19-1186.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, comb-ensemble, search-beam, search-viterbi, struct-crf, task-textclass, task-seqlab, task-lm 0 Multi-task Pairwise Neural Ranking for Hashtag Segmentation Mounica Maddela, Wei Xu, Daniel Preoţiuc-Pietro https://www.aclweb.org/anthology/P19-1242.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 # 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 # 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 # 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, train-transfer, arch-cnn, comb-ensemble, pre-bert, task-textclass, task-lm 0 A Surprisingly Robust Trick for the Winograd Schema Challenge Vid Kocijan, Ana-Maria Cretu, Oana-Maria Camburu, Yordan Yordanov, Thomas Lukasiewicz https://www.aclweb.org/anthology/P19-1478.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-cloze 116 Multi-Task Deep Neural Networks for Natural Language Understanding Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao https://www.aclweb.org/anthology/P19-1441.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, init-glorot, train-mll, train-augment, arch-att, arch-selfatt, arch-residual, arch-transformer, struct-hmm, adv-train, latent-vae, task-textclass, task-lm, task-seq2seq 4 Unsupervised Paraphrasing without Translation Aurko Roy, David Grangier https://www.aclweb.org/anthology/P19-1605.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-adam, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze 27 ERNIE: Enhanced Language Representation with Informative Entities Zhengyan Zhang, Xu Han, Zhiyuan Liu, Xin Jiang, Maosong Sun, Qun Liu https://www.aclweb.org/anthology/P19-1139.pdf
2019 ACL # optim-sgd, optim-adam, arch-memo, arch-transformer, pre-bert, task-textclass, task-textpair, task-seq2seq, task-tree, meta-init 3 Personalizing Dialogue Agents via Meta-Learning Andrea Madotto, Zhaojiang Lin, Chien-Sheng Wu, Pascale Fung https://www.aclweb.org/anthology/P19-1542.pdf
2019 ACL # optim-adam, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, task-textclass, task-seqlab 1 Incremental Learning from Scratch for Task-Oriented Dialogue Systems Weikang Wang, Jiajun Zhang, Qian Li, Mei-Yuh Hwang, Chengqing Zong, Zhifei Li https://www.aclweb.org/anthology/P19-1361.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, adv-examp, adv-train, task-textclass, task-seq2seq 1 Effective Adversarial Regularization for Neural Machine Translation Motoki Sato, Jun Suzuki, Shun Kiyono https://www.aclweb.org/anthology/P19-1020.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, 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, 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 # train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-bert, task-textclass, task-spanlab, task-lm, task-seq2seq, task-cloze 2 Exploring Pre-trained Language Models for Event Extraction and Generation Sen Yang, Dawei Feng, Linbo Qiao, Zhigang Kan, Dongsheng Li https://www.aclweb.org/anthology/P19-1522.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-sgd, init-glorot, train-mtl, train-transfer, arch-att, comb-ensemble, adv-train, task-textclass 0 Learning Transferable Feature Representations Using Neural Networks Himanshu Sharad Bhatt, Shourya Roy, Arun Rajkumar, Sriranjani Ramakrishnan https://www.aclweb.org/anthology/P19-1404.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-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, norm-gradient, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, latent-vae, task-textclass, task-seq2seq 1 Fine-Grained Sentence Functions for Short-Text Conversation Wei Bi, Jun Gao, Xiaojiang Liu, Shuming Shi https://www.aclweb.org/anthology/P19-1389.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 # optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, pre-paravec, pre-bert, struct-crf, adv-train, task-textclass, task-seqlab, task-seq2seq, task-tree, task-lexicon, task-alignment 3 Multi-Source Cross-Lingual Model Transfer: Learning What to Share Xilun Chen, Ahmed Hassan Awadallah, Hany Hassan, Wei Wang, Claire Cardie https://www.aclweb.org/anthology/P19-1299.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 # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-elmo, pre-bert, adv-examp, task-textclass, task-spanlab, task-lm, task-seq2seq, task-cloze 0 AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models Eric Wallace, Jens Tuyls, Junlin Wang, Sanjay Subramanian, Matt Gardner, Sameer Singh https://www.aclweb.org/anthology/D19-3002.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, nondif-reinforce, task-textclass, task-seq2seq, task-tree 0 Automatically Learning Data Augmentation Policies for Dialogue Tasks Tong Niu, Mohit Bansal https://www.aclweb.org/anthology/D19-1132.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 # train-mtl, train-transfer, arch-rnn, arch-att, arch-subword, arch-transformer, pre-skipthought, pre-bert, task-textclass, task-lm, task-seq2seq 1 Improving Neural Story Generation by Targeted Common Sense Grounding Huanru Henry Mao, Bodhisattwa Prasad Majumder, Julian McAuley, Garrison Cottrell https://www.aclweb.org/anthology/D19-1615.pdf
2019 EMNLP # reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-memo, task-textclass 0 Using Customer Service Dialogues for Satisfaction Analysis with Context-Assisted Multiple Instance Learning Kaisong Song, Lidong Bing, Wei Gao, Jun Lin, Lujun Zhao, Jiancheng Wang, Changlong Sun, Xiaozhong Liu, Qiong Zhang https://www.aclweb.org/anthology/D19-1019.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, 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 # pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-skipthought, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze 0 UER: An Open-Source Toolkit for Pre-training Models Zhe Zhao, Hui Chen, Jinbin Zhang, Xin Zhao, Tao Liu, Wei Lu, Xi Chen, Haotang Deng, Qi Ju, Xiaoyong Du https://www.aclweb.org/anthology/D19-3041.pdf
2019 EMNLP # arch-rnn, arch-gru, arch-att, arch-transformer, pre-bert, task-textclass, task-lm 1 Trouble on the Horizon: Forecasting the Derailment of Online Conversations as they Develop Jonathan P. Chang, Cristian Danescu-Niculescu-Mizil https://www.aclweb.org/anthology/D19-1481.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, 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 # init-glorot, reg-dropout, reg-stopping, norm-gradient, train-transfer, train-augment, train-parallel, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, comb-ensemble, search-beam, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq 2 Denoising based Sequence-to-Sequence Pre-training for Text Generation Liang Wang, Wei Zhao, Ruoyu Jia, Sujian Li, Jingming Liu https://www.aclweb.org/anthology/D19-1412.pdf
2019 EMNLP # optim-adam, reg-norm, pool-max, pool-mean, arch-lstm, task-textclass 0 Out-of-Domain Detection for Low-Resource Text Classification Tasks Ming Tan, Yang Yu, Haoyu Wang, Dakuo Wang, Saloni Potdar, Shiyu Chang, Mo Yu https://www.aclweb.org/anthology/D19-1364.pdf
2019 EMNLP # optim-projection, train-transfer, arch-rnn, arch-lstm, pre-elmo, pre-bert, adv-train, task-textclass, task-seqlab, task-lm, task-cloze 4 Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling Xiaochuang Han, Jacob Eisenstein https://www.aclweb.org/anthology/D19-1433.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, pre-fasttext, task-textclass 0 PRADO: Projection Attention Networks for Document Classification On-Device Prabhu Kaliamoorthi, Sujith Ravi, Zornitsa Kozareva https://www.aclweb.org/anthology/D19-1506.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 # 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, 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 # optim-adam, reg-dropout, reg-decay, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq 0 Subword Language Model for Query Auto-Completion Gyuwan Kim https://www.aclweb.org/anthology/D19-1507.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, task-textclass, task-seq2seq 0 Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification Jiawei Wu, Wenhan Xiong, William Yang Wang https://www.aclweb.org/anthology/D19-1444.pdf
2019 EMNLP # optim-adam, arch-transformer, pre-elmo, adv-examp, task-textclass, task-textpair, task-spanlab 0 Evaluating adversarial attacks against multiple fact verification systems James Thorne, Andreas Vlachos, Christos Christodoulopoulos, Arpit Mittal https://www.aclweb.org/anthology/D19-1292.pdf
2019 EMNLP # reg-dropout, reg-worddropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, latent-vae, latent-topic, task-textclass, task-lm, task-seq2seq 0 A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features Hongyin Tang, Miao Li, Beihong Jin https://www.aclweb.org/anthology/D19-1513.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, init-glorot, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze, task-relation 22 Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT Shijie Wu, Mark Dredze https://www.aclweb.org/anthology/D19-1077.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-adam, train-mll, arch-coverage, arch-subword, arch-transformer, search-greedy, search-beam, latent-topic, task-textclass, task-lm, task-seq2seq, task-lexicon 0 Machine Translation With Weakly Paired Documents Lijun Wu, Jinhua Zhu, Di He, Fei Gao, Tao Qin, Jianhuang Lai, Tie-Yan Liu https://www.aclweb.org/anthology/D19-1446.pdf
2019 EMNLP # optim-adam, reg-decay, train-augment, arch-att, comb-ensemble, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-relation 0 CFO: A Framework for Building Production NLP Systems Rishav Chakravarti, Cezar Pendus, Andrzej Sakrajda, Anthony Ferritto, Lin Pan, Michael Glass, Vittorio Castelli, J William Murdock, Radu Florian, Salim Roukos, Avi Sil https://www.aclweb.org/anthology/D19-3006.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-bigru, arch-att, arch-copy, arch-subword, pre-bert, task-textclass, task-lm, task-seq2seq 1 Generating Personalized Recipes from Historical User Preferences Bodhisattwa Prasad Majumder, Shuyang Li, Jianmo Ni, Julian McAuley https://www.aclweb.org/anthology/D19-1613.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-seq2seq, task-cloze 1 Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects Jianmo Ni, Jiacheng Li, Julian McAuley https://www.aclweb.org/anthology/D19-1018.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, optim-projection, norm-layer, norm-batch, struct-crf, adv-train, task-textclass, task-seqlab 0 Open Event Extraction from Online Text using a Generative Adversarial Network Rui Wang, Deyu Zhou, Yulan He https://www.aclweb.org/anthology/D19-1027.pdf
2019 EMNLP # norm-batch, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-fasttext, pre-elmo, pre-bert, nondif-gumbelsoftmax, task-textclass, task-seq2seq, task-relation, task-lexicon 0 What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition Ting-Yun Chang, Yun-Nung Chen https://www.aclweb.org/anthology/D19-1627.pdf
2019 EMNLP # optim-adam, train-transfer, train-active, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-condlm, task-seq2seq 14 Learning to Speak and Act in a Fantasy Text Adventure Game Jack Urbanek, Angela Fan, Siddharth Karamcheti, Saachi Jain, Samuel Humeau, Emily Dinan, Tim Rocktäschel, Douwe Kiela, Arthur Szlam, Jason Weston https://www.aclweb.org/anthology/D19-1062.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 # latent-topic, task-textclass 0 Evaluating Topic Quality with Posterior Variability Linzi Xing, Michael J. Paul, Giuseppe Carenini https://www.aclweb.org/anthology/D19-1349.pdf
2019 EMNLP # optim-adam, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, comb-ensemble, pre-fasttext, pre-elmo, latent-vae, task-textclass, task-seq2seq, task-tree 1 Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks Xinchi Chen, Chunchuan Lyu, Ivan Titov https://www.aclweb.org/anthology/D19-1544.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, train-augment, pool-max, pool-mean, arch-cnn, arch-att, arch-selfatt, arch-memo, latent-vae, task-textclass, meta-init 0 Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Zihao Wang, Kwunping Lai, Piji Li, Lidong Bing, Wai Lam https://www.aclweb.org/anthology/D19-1024.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 # optim-adam, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, struct-crf, task-textclass, task-extractive, task-lm, task-seq2seq 0 Pretrained Language Models for Sequential Sentence Classification Arman Cohan, Iz Beltagy, Daniel King, Bhavana Dalvi, Dan Weld https://www.aclweb.org/anthology/D19-1383.pdf
2019 EMNLP # optim-adam, train-mtl, train-active, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-elmo, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq 19 EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason Wei, Kai Zou https://www.aclweb.org/anthology/D19-1670.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-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 # 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 # 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 # 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 # 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, reg-dropout, train-mll, train-transfer, arch-cnn, arch-transformer, pre-bert, task-textclass, task-lm, task-seq2seq, task-relation 0 Cross-lingual intent classification in a low resource industrial setting Talaat Khalil, Kornel Kiełczewski, Georgios Christos Chouliaras, Amina Keldibek, Maarten Versteegh https://www.aclweb.org/anthology/D19-1676.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 # optim-projection, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, comb-ensemble, struct-crf, task-textclass, task-seqlab, task-seq2seq 0 Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation Huiyun Yang, Shujian Huang, Xin-Yu Dai, Jiajun Chen https://www.aclweb.org/anthology/D19-1429.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, init-glorot, reg-dropout, reg-stopping, arch-cnn, comb-ensemble, pre-fasttext, task-textclass, task-seqlab 0 Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks Hailong Jin, Lei Hou, Juanzi Li, Tiansi Dong https://www.aclweb.org/anthology/D19-1502.pdf
2019 EMNLP # optim-adam, train-mtl, train-mll, train-transfer, arch-att, arch-coverage, arch-transformer, pre-skipthought, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, meta-init 0 Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks Zi-Yi Dou, Keyi Yu, Antonios Anastasopoulos https://www.aclweb.org/anthology/D19-1112.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, arch-bilinear, pre-fasttext, loss-nce, task-textclass, task-lexicon, task-alignment 0 Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation Yogarshi Vyas, Marine Carpuat https://www.aclweb.org/anthology/D19-1532.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, 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, reg-dropout, train-transfer, arch-lstm, task-textclass 1 Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control Mo Yu, Shiyu Chang, Yang Zhang, Tommi Jaakkola https://www.aclweb.org/anthology/D19-1420.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 # init-glorot, arch-lstm, arch-gru, search-sampling, pre-fasttext, latent-vae, task-textclass, task-lm, task-seq2seq 1 Implicit Deep Latent Variable Models for Text Generation Le Fang, Chunyuan Li, Jianfeng Gao, Wen Dong, Changyou Chen https://www.aclweb.org/anthology/D19-1407.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 # train-mtl, pre-fasttext, task-textclass 0 Incorporating Label Dependencies in Multilabel Stance Detection William Ferreira, Andreas Vlachos https://www.aclweb.org/anthology/D19-1665.pdf
2019 EMNLP # optim-adam, train-mll, task-textclass 1 Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran, Ben Hutchinson, Margaret Mitchell https://www.aclweb.org/anthology/D19-1578.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-bert, adv-examp, latent-vae, task-textclass, task-lm, task-seq2seq, task-relation 0 Latent-Variable Generative Models for Data-Efficient Text Classification Xiaoan Ding, Kevin Gimpel https://www.aclweb.org/anthology/D19-1048.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 # arch-rnn, arch-lstm, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-lm, task-seq2seq 0 uniblock: Scoring and Filtering Corpus with Unicode Block Information Yingbo Gao, Weiyue Wang, Hermann Ney https://www.aclweb.org/anthology/D19-1133.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 # reg-dropout, reg-decay, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, pre-bert, task-textclass, task-lm, task-seq2seq 2 MultiFiT: Efficient Multi-lingual Language Model Fine-tuning Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kadras, Sylvain Gugger, Jeremy Howard https://www.aclweb.org/anthology/D19-1572.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-textclass, task-seq2seq 0 Enhancing Context Modeling with a Query-Guided Capsule Network for Document-level Translation Zhengxin Yang, Jinchao Zhang, Fandong Meng, Shuhao Gu, Yang Feng, Jie Zhou https://www.aclweb.org/anthology/D19-1164.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-norm, task-textclass 0 Auditing Deep Learning processes through Kernel-based Explanatory Models Danilo Croce, Daniele Rossini, Roberto Basili https://www.aclweb.org/anthology/D19-1415.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, 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, 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-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, init-glorot, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, pre-elmo, pre-bert, adv-train, task-textclass, task-lm, task-seq2seq, task-tree 0 Transductive Learning of Neural Language Models for Syntactic and Semantic Analysis Hiroki Ouchi, Jun Suzuki, Kentaro Inui https://www.aclweb.org/anthology/D19-1379.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-stopping, train-mll, train-transfer, arch-transformer, pre-elmo, pre-bert, adv-train, task-textclass, task-lm, task-seq2seq 0 A Robust Self-Learning Framework for Cross-Lingual Text Classification Xin Dong, Gerard de Melo https://www.aclweb.org/anthology/D19-1658.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 # 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 # train-transfer, arch-att, arch-transformer, pre-elmo, pre-bert, task-textclass, task-lm 0 Pre-Training BERT on Domain Resources for Short Answer Grading Chul Sung, Tejas Dhamecha, Swarnadeep Saha, Tengfei Ma, Vinay Reddy, Rishi Arora https://www.aclweb.org/anthology/D19-1628.pdf
2019 EMNLP # optim-adadelta, arch-rnn, arch-lstm, arch-att, arch-copy, task-textclass, task-seq2seq 0 SoftRegex: Generating Regex from Natural Language Descriptions using Softened Regex Equivalence Jun-U Park, Sang-Ki Ko, Marco Cognetta, Yo-Sub Han https://www.aclweb.org/anthology/D19-1677.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-adam, reg-dropout, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, pre-bert, task-textclass, task-seq2seq 0 HMEAE: Hierarchical Modular Event Argument Extraction Xiaozhi Wang, Ziqi Wang, Xu Han, Zhiyuan Liu, Juanzi Li, Peng Li, Maosong Sun, Jie Zhou, Xiang Ren https://www.aclweb.org/anthology/D19-1584.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, pool-max, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-textclass, task-seqlab, task-seq2seq, task-relation, task-alignment 0 Cross-lingual Structure Transfer for Relation and Event Extraction Ananya Subburathinam, Di Lu, Heng Ji, Jonathan May, Shih-Fu Chang, Avirup Sil, Clare Voss https://www.aclweb.org/anthology/D19-1030.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 # 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 # arch-lstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-bert, task-textclass, task-seq2seq 0 Many Faces of Feature Importance: Comparing Built-in and Post-hoc Feature Importance in Text Classification Vivian Lai, Zheng Cai, Chenhao Tan https://www.aclweb.org/anthology/D19-1046.pdf
2019 EMNLP # train-transfer, arch-lstm, arch-att, adv-feat, adv-train, latent-topic, task-textclass, task-seq2seq, task-lexicon, task-alignment 0 Topics to Avoid: Demoting Latent Confounds in Text Classification Sachin Kumar, Shuly Wintner, Noah A. Smith, Yulia Tsvetkov https://www.aclweb.org/anthology/D19-1425.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-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, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, task-textclass 0 Label Embedding using Hierarchical Structure of Labels for Twitter Classification Taro Miyazaki, Kiminobu Makino, Yuka Takei, Hiroki Okamoto, Jun Goto https://www.aclweb.org/anthology/D19-1660.pdf
2019 EMNLP # train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, task-textclass, task-relation 0 Hierarchical Attention Prototypical Networks for Few-Shot Text Classification Shengli Sun, Qingfeng Sun, Kevin Zhou, Tengchao Lv https://www.aclweb.org/anthology/D19-1045.pdf
2019 EMNLP # optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-att, task-textclass 0 A Label Informative Wide & Deep Classifier for Patents and Papers Muyao Niu, Jie Cai https://www.aclweb.org/anthology/D19-1344.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, train-augment, arch-lstm, arch-att, arch-selfatt, task-textclass, task-seq2seq, task-tree 0 Clause-Wise and Recursive Decoding for Complex and Cross-Domain Text-to-SQL Generation Dongjun Lee https://www.aclweb.org/anthology/D19-1624.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 # reg-dropout, reg-labelsmooth, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, task-textclass, task-lm, task-seq2seq 3 Towards Linear Time Neural Machine Translation with Capsule Networks Mingxuan Wang https://www.aclweb.org/anthology/D19-1074.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, optim-adam, reg-dropout, train-active, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, comb-ensemble, pre-fasttext, task-textclass, task-lm, meta-arch 0 Sampling Bias in Deep Active Classification: An Empirical Study Ameya Prabhu, Charles Dognin, Maneesh Singh https://www.aclweb.org/anthology/D19-1417.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 # 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 # optim-adam, reg-dropout, reg-stopping, reg-patience, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq, task-relation 6 SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy, Kyle Lo, Arman Cohan https://www.aclweb.org/anthology/D19-1371.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, train-transfer, train-active, pre-elmo, pre-bert, adv-train, latent-vae, task-textclass, task-seqlab, task-lm, task-seq2seq, task-lexicon 2 Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER Phillip Keung, Yichao Lu, Vikas Bhardwaj https://www.aclweb.org/anthology/D19-1138.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, train-mll, train-transfer, train-augment, arch-lstm, arch-transformer, pre-fasttext, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq, task-relation 0 A systematic comparison of methods for low-resource dependency parsing on genuinely low-resource languages Clara Vania, Yova Kementchedjhieva, Anders Søgaard, Adam Lopez https://www.aclweb.org/anthology/D19-1102.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-adagrad, init-glorot, train-augment, arch-lstm, arch-att, arch-selfatt, task-textclass, task-textpair, task-seq2seq 1 Induction Networks for Few-Shot Text Classification Ruiying Geng, Binhua Li, Yongbin Li, Xiaodan Zhu, Ping Jian, Jian Sun https://www.aclweb.org/anthology/D19-1403.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seq2seq 0 Multi-Task Stance Detection with Sentiment and Stance Lexicons Yingjie Li, Cornelia Caragea https://www.aclweb.org/anthology/D19-1657.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mtl, train-mll, train-transfer, pool-mean, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-relation, task-tree, task-lexicon 8 75 Languages, 1 Model: Parsing Universal Dependencies Universally Dan Kondratyuk, Milan Straka https://www.aclweb.org/anthology/D19-1279.pdf
2019 EMNLP # optim-adam, reg-dropout, train-augment, arch-att, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, adv-examp, adv-train, task-textclass, task-lm, task-cloze 1 Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification Yichao Zhou, Jyun-Yu Jiang, Kai-Wei Chang, Wei Wang https://www.aclweb.org/anthology/D19-1496.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, pre-fasttext, struct-crf, task-textclass, task-seq2seq 0 A System for Diacritizing Four Varieties of Arabic Hamdy Mubarak, Ahmed Abdelali, Kareem Darwish, Mohamed Eldesouki, Younes Samih, Hassan Sajjad https://www.aclweb.org/anthology/D19-3037.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-elmo, pre-bert, task-textclass, task-lm, task-cloze 1 Visualizing and Understanding the Effectiveness of BERT Yaru Hao, Li Dong, Furu Wei, Ke Xu https://www.aclweb.org/anthology/D19-1424.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 # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-residual, search-greedy, search-beam, latent-vae, task-textclass, task-condlm, task-seq2seq 0 Exploring Diverse Expressions for Paraphrase Generation Lihua Qian, Lin Qiu, Weinan Zhang, Xin Jiang, Yong Yu https://www.aclweb.org/anthology/D19-1313.pdf
2019 EMNLP # reg-dropout, reg-stopping, reg-patience, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-bert, task-textclass, task-textpair, task-spanlab 0 MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims Isabelle Augenstein, Christina Lioma, Dongsheng Wang, Lucas Chaves Lima, Casper Hansen, Christian Hansen, Jakob Grue Simonsen https://www.aclweb.org/anthology/D19-1475.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 # 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 # 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 # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-subword, struct-crf, task-textclass, task-tree 0 Reconstructing Capsule Networks for Zero-shot Intent Classification Han Liu, Xiaotong Zhang, Lu Fan, Xuandi Fu, Qimai Li, Xiao-Ming Wu, Albert Y.S. Lam https://www.aclweb.org/anthology/D19-1486.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-sgd, optim-adam, reg-norm, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, search-viterbi, struct-crf, task-textclass, task-seqlab 0 Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network Dianbo Sui, Yubo Chen, Kang Liu, Jun Zhao, Shengping Liu https://www.aclweb.org/anthology/D19-1396.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, search-viterbi, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-seq2seq 0 Leveraging Medical Literature for Section Prediction in Electronic Health Records Sara Rosenthal, Ken Barker, Zhicheng Liang https://www.aclweb.org/anthology/D19-1492.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-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, struct-cfg, task-textclass, task-textpair, task-lm, task-seq2seq, task-tree 0 PaLM: A Hybrid Parser and Language Model Hao Peng, Roy Schwartz, Noah A. Smith https://www.aclweb.org/anthology/D19-1376.pdf
2019 EMNLP # optim-adam, train-transfer, arch-lstm, arch-bilstm, arch-cnn, nondif-reinforce, adv-examp, task-textclass, task-seq2seq 0 Adversarial Reprogramming of Text Classification Neural Networks Paarth Neekhara, Shehzeen Hussain, Shlomo Dubnov, Farinaz Koushanfar https://www.aclweb.org/anthology/D19-1525.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, init-glorot, reg-dropout, reg-stopping, train-mll, train-augment, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-transformer, pre-bert, adv-examp, adv-train, task-textclass, task-lm, task-seq2seq 0 LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification Jingjing Xu, Liang Zhao, Hanqi Yan, Qi Zeng, Yun Liang, Xu Sun https://www.aclweb.org/anthology/D19-1554.pdf
2019 EMNLP # optim-projection, reg-dropout, norm-layer, pool-mean, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-textclass, task-textpair 0 Learning Invariant Representations of Social Media Users Nicholas Andrews, Marcus Bishop https://www.aclweb.org/anthology/D19-1178.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-projection, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, task-textclass, task-extractive, task-lm, task-condlm, task-seq2seq 0 From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining Alexandre Garcia, Pierre Colombo, Florence d’Alché-Buc, Slim Essid, Chloé Clavel https://www.aclweb.org/anthology/D19-1556.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, train-mll, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-memo, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq 0 Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations Mingda Chen, Zewei Chu, Kevin Gimpel https://www.aclweb.org/anthology/D19-1060.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 NAA-CL # pre-fasttext, task-textclass 9 Detection of Abusive Language: the Problem of Biased Datasets Michael Wiegand, Josef Ruppenhofer, Thomas Kleinbauer https://www.aclweb.org/anthology/N19-1060.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-adam, optim-projection, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, struct-crf, task-textclass, task-lm, task-seq2seq 5 Improving Lemmatization of Non-Standard Languages with Joint Learning Enrique Manjavacas, Ákos Kádár, Mike Kestemont https://www.aclweb.org/anthology/N19-1153.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-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-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-adam, train-active, arch-coverage, comb-ensemble, struct-hmm, struct-crf, task-textclass, task-seqlab 2 Active Learning for New Domains in Natural Language Understanding Stanislav Peshterliev, John Kearney, Abhyuday Jagannatha, Imre Kiss, Spyros Matsoukas https://www.aclweb.org/anthology/N19-2012.pdf
2019 NAA-CL # train-mll, train-transfer, latent-topic, loss-nce, task-textclass, task-lm, task-alignment 1 Multilingual prediction of Alzheimer’s disease through domain adaptation and concept-based language modelling Kathleen C. Fraser, Nicklas Linz, Bai Li, Kristina Lundholm Fors, Frank Rudzicz, Alexandra König, Jan Alexandersson, Philippe Robert, Dimitrios Kokkinakis https://www.aclweb.org/anthology/N19-1367.pdf
2019 NAA-CL # optim-projection, train-mll, arch-cnn, arch-coverage, nondif-gumbelsoftmax, latent-topic, task-textclass, task-seq2seq 1 Cross-Topic Distributional Semantic Representations Via Unsupervised Mappings Eleftheria Briakou, Nikos Athanasiou, Alexandros Potamianos https://www.aclweb.org/anthology/N19-1110.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, latent-topic, task-textclass, task-lm, task-seq2seq 0 Conversation Model Fine-Tuning for Classifying Client Utterances in Counseling Dialogues Sungjoon Park, Donghyun Kim, Alice Oh https://www.aclweb.org/anthology/N19-1148.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, arch-cnn, arch-att, arch-coverage, pre-elmo, pre-bert, task-textclass, task-spanlab, task-lm, task-cloze 19 BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis Hu Xu, Bing Liu, Lei Shu, Philip Yu https://www.aclweb.org/anthology/N19-1242.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, 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, 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, reg-dropout, reg-stopping, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-subword, search-viterbi, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation 3 Neural Semi-Markov Conditional Random Fields for Robust Character-Based Part-of-Speech Tagging Apostolos Kemos, Heike Adel, Hinrich Schütze https://www.aclweb.org/anthology/N19-1280.pdf
2019 NAA-CL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-att, comb-ensemble, adv-examp, task-textclass, task-seq2seq 1 Mitigating Uncertainty in Document Classification Xuchao Zhang, Fanglan Chen, Chang-Tien Lu, Naren Ramakrishnan https://www.aclweb.org/anthology/N19-1316.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 # latent-vae, latent-topic, task-textclass 0 Doc2hash: Learning Discrete Latent variables for Documents Retrieval Yifei Zhang, Hao Zhu https://www.aclweb.org/anthology/N19-1232.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-seq2seq, task-tree 2 Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems Ting-Rui Chiang, Yun-Nung Chen https://www.aclweb.org/anthology/N19-1272.pdf
2019 NAA-CL # optim-adam, reg-dropout, pool-max, arch-cnn, arch-att, adv-train, latent-vae, task-textclass 0 Exploiting Noisy Data in Distant Supervision Relation Classification Kaijia Yang, Liang He, Xin-yu Dai, Shujian Huang, Jiajun Chen https://www.aclweb.org/anthology/N19-1325.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 # reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, pre-bert, adv-examp, adv-train, task-textclass, task-condlm, task-seq2seq 3 Adversarial Training for Weakly Supervised Event Detection Xiaozhi Wang, Xu Han, Zhiyuan Liu, Maosong Sun, Peng Li https://www.aclweb.org/anthology/N19-1105.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 # optim-sgd, optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-elmo, task-textclass, task-lm, task-seq2seq 10 Pre-trained language model representations for language generation Sergey Edunov, Alexei Baevski, Michael Auli https://www.aclweb.org/anthology/N19-1409.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 # optim-adam, reg-dropout, reg-norm, arch-rnn, arch-gru, arch-att, search-beam, loss-nce, task-textclass, task-seq2seq 3 Adapting RNN Sequence Prediction Model to Multi-label Set Prediction Kechen Qin, Cheng Li, Virgil Pavlu, Javed Aslam https://www.aclweb.org/anthology/N19-1321.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-stopping, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-relation 0 AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning Han Guo, Ramakanth Pasunuru, Mohit Bansal https://www.aclweb.org/anthology/N19-1355.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seqlab 1 Detecting Customer Complaint Escalation with Recurrent Neural Networks and Manually-Engineered Features Wei Yang, Luchen Tan, Chunwei Lu, Anqi Cui, Han Li, Xi Chen, Kun Xiong, Muzi Wang, Ming Li, Jian Pei, Jimmy Lin https://www.aclweb.org/anthology/N19-2008.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, reg-stopping, norm-gradient, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-elmo, struct-crf, adv-examp, adv-train, task-textclass, task-lm, task-condlm 3 Text Processing Like Humans Do: Visually Attacking and Shielding NLP Systems Steffen Eger, Gözde Gül Şahin, Andreas Rücklé, Ji-Ung Lee, Claudia Schulz, Mohsen Mesgar, Krishnkant Swarnkar, Edwin Simpson, Iryna Gurevych https://www.aclweb.org/anthology/N19-1165.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 # 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 # 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 # 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 # optim-adam, reg-dropout, activ-relu, arch-rnn, arch-lstm, arch-att, arch-coverage, search-beam, task-textclass, task-lm 3 Understanding language-elicited EEG data by predicting it from a fine-tuned language model Dan Schwartz, Tom Mitchell https://www.aclweb.org/anthology/N19-1005.pdf
2019 NAA-CL # optim-adam, reg-stopping, reg-patience, arch-rnn, arch-gru, arch-att, task-textclass, task-seq2seq, task-tree 4 Inferring Which Medical Treatments Work from Reports of Clinical Trials Eric Lehman, Jay DeYoung, Regina Barzilay, Byron C. Wallace https://www.aclweb.org/anthology/N19-1371.pdf
2019 NAA-CL # init-glorot, arch-rnn, arch-lstm, comb-ensemble, latent-vae, task-textclass, task-lm 12 Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing Hao Fu, Chunyuan Li, Xiaodong Liu, Jianfeng Gao, Asli Celikyilmaz, Lawrence Carin https://www.aclweb.org/anthology/N19-1021.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-sgd, optim-adam, arch-lstm, arch-att, arch-memo, adv-train, task-textclass, task-seqlab, task-spanlab, task-seq2seq 0 Document-Level Event Factuality Identification via Adversarial Neural Network Zhong Qian, Peifeng Li, Qiaoming Zhu, Guodong Zhou https://www.aclweb.org/anthology/N19-1287.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 # optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq, task-relation, task-lexicon 12 Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing Tal Schuster, Ori Ram, Regina Barzilay, Amir Globerson https://www.aclweb.org/anthology/N19-1162.pdf
2019 NAA-CL # optim-adam, init-glorot, arch-lstm, arch-att, comb-ensemble, struct-hmm, task-textclass 2 Review-Driven Multi-Label Music Style Classification by Exploiting Style Correlations Guangxiang Zhao, Jingjing Xu, Qi Zeng, Xuancheng Ren, Xu Sun https://www.aclweb.org/anthology/N19-1296.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 # 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-projection, comb-ensemble, loss-svd, task-textclass 1 A Submodular Feature-Aware Framework for Label Subset Selection in Extreme Classification Problems Elham J. Barezi, Ian D. Wood, Pascale Fung, Hamid R. Rabiee https://www.aclweb.org/anthology/N19-1106.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-stopping, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-coverage, adv-examp, task-textclass, task-textpair, task-spanlab, task-seq2seq 10 Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets Nelson F. Liu, Roy Schwartz, Noah A. Smith https://www.aclweb.org/anthology/N19-1225.pdf
2019 NAA-CL # train-mll, train-active, arch-att, pre-fasttext, pre-use, task-textclass, task-textpair, task-lm, task-seq2seq 0 A Study of Incorrect Paraphrases in Crowdsourced User Utterances Mohammad-Ali Yaghoub-Zadeh-Fard, Boualem Benatallah, Moshe Chai Barukh, Shayan Zamanirad https://www.aclweb.org/anthology/N19-1026.pdf
2019 NAA-CL # optim-adadelta, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, task-textclass 0 Event Detection without Triggers Shulin Liu, Yang Li, Feng Zhang, Tao Yang, Xinpeng Zhou https://www.aclweb.org/anthology/N19-1080.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 # reg-dropout, pool-max, arch-lstm, arch-cnn, arch-att, latent-topic, task-textclass 3 Sub-event detection from twitter streams as a sequence labeling problem Giannis Bekoulis, Johannes Deleu, Thomas Demeester, Chris Develder https://www.aclweb.org/anthology/N19-1081.pdf