Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab 5 Neural Architectures for Nested NER through Linearization Jana Straková, Milan Straka, Jan Hajic https://www.aclweb.org/anthology/P19-1527.pdf
2019 ACL # optim-adam, optim-projection, train-mll, pool-max, arch-lstm, arch-coverage, arch-subword, pre-fasttext, loss-cca, loss-svd, task-textpair, task-lm, task-seq2seq, task-lexicon 29 How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions Goran Glavaš, Robert Litschko, Sebastian Ruder, Ivan Vulić https://www.aclweb.org/anthology/P19-1070.pdf
2019 ACL # optim-adam, train-mll, arch-rnn, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert 0 Probing for Semantic Classes: Diagnosing the Meaning Content of Word Embeddings Yadollah Yaghoobzadeh, Katharina Kann, T. J. Hazen, Eneko Agirre, Hinrich Schütze https://www.aclweb.org/anthology/P19-1574.pdf
2019 ACL # optim-adam, optim-projection, train-mll, train-transfer, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-fasttext, pre-bert, struct-crf, task-relation 0 Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections Junxian He, Zhisong Zhang, Taylor Berg-Kirkpatrick, Graham Neubig https://www.aclweb.org/anthology/P19-1311.pdf
2019 ACL # optim-adam, init-glorot, train-mll, arch-coverage, arch-subword, pre-fasttext, task-seq2seq 0 On the Distribution of Deep Clausal Embeddings: A Large Cross-linguistic Study Damian Blasi, Ryan Cotterell, Lawrence Wolf-Sonkin, Sabine Stoll, Balthasar Bickel, Marco Baroni https://www.aclweb.org/anthology/P19-1384.pdf
2019 ACL # train-mll, train-parallel, arch-rnn, arch-att, arch-subword, pre-fasttext, task-seqlab, task-seq2seq, task-lexicon, task-alignment 1 Unsupervised Parallel Sentence Extraction with Parallel Segment Detection Helps Machine Translation Viktor Hangya, Alexander Fraser https://www.aclweb.org/anthology/P19-1118.pdf
2019 ACL # optim-adam, optim-projection, norm-gradient, train-mll, train-transfer, activ-relu, pool-max, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-skipthought, latent-vae, task-textpair, task-lm, task-seq2seq, task-cloze 0 Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning Shuai Tang, Virginia R. de Sa https://www.aclweb.org/anthology/P19-1397.pdf
2019 ACL # optim-projection, reg-stopping, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-subword, comb-ensemble, pre-fasttext, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon 3 Massively Multilingual Transfer for NER Afshin Rahimi, Yuan Li, Trevor Cohn https://www.aclweb.org/anthology/P19-1015.pdf
2019 ACL # optim-sgd, train-mll, train-transfer, arch-lstm, search-viterbi, pre-fasttext, nondif-reinforce, task-lm, task-seq2seq, task-lexicon, task-alignment 0 MAAM: A Morphology-Aware Alignment Model for Unsupervised Bilingual Lexicon Induction Pengcheng Yang, Fuli Luo, Peng Chen, Tianyu Liu, Xu Sun https://www.aclweb.org/anthology/P19-1308.pdf
2019 ACL # optim-adam, optim-adagrad, train-mll, arch-coverage, arch-subword, pre-fasttext, pre-elmo, task-lm, task-seq2seq 2 Multilingual and Cross-Lingual Graded Lexical Entailment Ivan Vulić, Simone Paolo Ponzetto, Goran Glavaš https://www.aclweb.org/anthology/P19-1490.pdf
2019 ACL # train-mll, arch-lstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, loss-svd 1 Relational Word Embeddings Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert https://www.aclweb.org/anthology/P19-1318.pdf
2019 ACL # optim-adam, reg-stopping, train-mtl, train-active, arch-att, arch-subword, arch-transformer, pre-fasttext, task-condlm 14 Learning from Dialogue after Deployment: Feed Yourself, Chatbot! Braden Hancock, Antoine Bordes, Pierre-Emmanuel Mazare, Jason Weston https://www.aclweb.org/anthology/P19-1358.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-fasttext, pre-glove, latent-vae, task-relation 1 An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Ruidan He, Wee Sun Lee, Hwee Tou Ng, Daniel Dahlmeier https://www.aclweb.org/anthology/P19-1048.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-active, arch-rnn, arch-lstm, arch-bilstm, pre-fasttext, loss-nce, task-seqlab, task-relation 0 Analysis of Automatic Annotation Suggestions for Hard Discourse-Level Tasks in Expert Domains Claudia Schulz, Christian M. Meyer, Jan Kiesewetter, Michael Sailer, Elisabeth Bauer, Martin R. Fischer, Frank Fischer, Iryna Gurevych https://www.aclweb.org/anthology/P19-1265.pdf
2019 ACL # optim-adam, optim-projection, train-mll, train-transfer, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-lm, task-seq2seq, task-relation, task-lexicon 1 Unsupervised Bilingual Word Embedding Agreement for Unsupervised Neural Machine Translation Haipeng Sun, Rui Wang, Kehai Chen, Masao Utiyama, Eiichiro Sumita, Tiejun Zhao https://www.aclweb.org/anthology/P19-1119.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, optim-projection, arch-rnn, arch-lstm, arch-subword, arch-transformer, pre-fasttext, pre-skipthought, pre-bert, struct-cfg, task-textpair, task-lm, task-tree 5 Correlating Neural and Symbolic Representations of Language Grzegorz Chrupała, Afra Alishahi https://www.aclweb.org/anthology/P19-1283.pdf
2019 ACL # train-mtl, pool-max, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, pre-fasttext, pre-bert, task-lm, task-seq2seq, task-relation 0 Empirical Linguistic Study of Sentence Embeddings Katarzyna Krasnowska-Kieraś, Alina Wróblewska https://www.aclweb.org/anthology/P19-1573.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 # 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, optim-projection, train-mll, arch-coverage, arch-subword, pre-fasttext, adv-train, task-seq2seq, task-relation, task-lexicon, task-alignment 6 JW300: A Wide-Coverage Parallel Corpus for Low-Resource Languages Željko Agić, Ivan Vulić https://www.aclweb.org/anthology/P19-1310.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, 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 # reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-glove, struct-crf, adv-train, task-seqlab 1 Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records Max Friedrich, Arne Köhn, Gregor Wiedemann, Chris Biemann https://www.aclweb.org/anthology/P19-1584.pdf
2019 ACL # optim-projection, train-mll, arch-subword, pre-fasttext, pre-glove, task-lexicon 4 Are Girls Neko or Shōjo? Cross-Lingual Alignment of Non-Isomorphic Embeddings with Iterative Normalization Mozhi Zhang, Keyulu Xu, Ken-ichi Kawarabayashi, Stefanie Jegelka, Jordan Boyd-Graber https://www.aclweb.org/anthology/P19-1307.pdf
2019 ACL # reg-dropout, train-mll, arch-rnn, arch-gru, arch-bigru, arch-att, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-seq2seq 1 Towards Integration of Statistical Hypothesis Tests into Deep Neural Networks Ahmad Aghaebrahimian, Mark Cieliebak https://www.aclweb.org/anthology/P19-1557.pdf
2019 ACL # optim-adam, 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, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, task-spanlab, task-lm, task-seq2seq 5 ELI5: Long Form Question Answering Angela Fan, Yacine Jernite, Ethan Perez, David Grangier, Jason Weston, Michael Auli https://www.aclweb.org/anthology/P19-1346.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, reg-dropout, train-active, arch-att, arch-memo, arch-transformer, pre-word2vec, pre-fasttext, latent-vae, loss-nce, task-seq2seq 1 Improving Neural Conversational Models with Entropy-Based Data Filtering Richárd Csáky, Patrik Purgai, Gábor Recski https://www.aclweb.org/anthology/P19-1567.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, nondif-reinforce, task-extractive, task-lm, task-condlm, task-seq2seq, task-lexicon 2 Sentence Mover’s Similarity: Automatic Evaluation for Multi-Sentence Texts Elizabeth Clark, Asli Celikyilmaz, Noah A. Smith https://www.aclweb.org/anthology/P19-1264.pdf
2019 ACL # optim-adam, optim-projection, train-mll, arch-gru, arch-att, pre-fasttext, adv-train, task-seq2seq, task-lexicon 0 Multilingual Unsupervised NMT using Shared Encoder and Language-Specific Decoders Sukanta Sen, Kamal Kumar Gupta, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1297.pdf
2019 ACL # optim-adam, init-glorot, train-mll, pool-mean, arch-lstm, arch-att, arch-subword, pre-fasttext, task-tree 6 Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network Kun Xu, Liwei Wang, Mo Yu, Yansong Feng, Yan Song, Zhiguo Wang, Dong Yu https://www.aclweb.org/anthology/P19-1304.pdf
2019 ACL # optim-adam, train-mll, arch-lstm, arch-att, arch-subword, search-greedy, pre-fasttext, pre-bert, adv-train, task-lm, task-seq2seq, task-alignment 1 Unsupervised Pivot Translation for Distant Languages Yichong Leng, Xu Tan, Tao Qin, Xiang-Yang Li, Tie-Yan Liu https://www.aclweb.org/anthology/P19-1017.pdf
2019 ACL # optim-projection, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-subword, search-viterbi, pre-fasttext, pre-bert, struct-crf 1 Who Sides with Whom? Towards Computational Construction of Discourse Networks for Political Debates Sebastian Padó, Andre Blessing, Nico Blokker, Erenay Dayanik, Sebastian Haunss, Jonas Kuhn https://www.aclweb.org/anthology/P19-1273.pdf
2019 ACL # train-mll, arch-att, arch-subword, search-beam, pre-fasttext, task-lm, task-seq2seq 0 Translating Translationese: A Two-Step Approach to Unsupervised Machine Translation Nima Pourdamghani, Nada Aldarrab, Marjan Ghazvininejad, Kevin Knight, Jonathan May https://www.aclweb.org/anthology/P19-1293.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, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, task-seqlab 3 Language Modelling Makes Sense: Propagating Representations through WordNet for Full-Coverage Word Sense Disambiguation Daniel Loureiro, Alípio Jorge https://www.aclweb.org/anthology/P19-1569.pdf
2019 ACL # 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-projection, arch-subword, pre-fasttext, loss-svd 0 The Effectiveness of Simple Hybrid Systems for Hypernym Discovery William Held, Nizar Habash https://www.aclweb.org/anthology/P19-1327.pdf
2019 ACL # train-mll, arch-att, arch-subword, pre-fasttext, adv-train, task-lm, task-seq2seq, task-lexicon, task-alignment 3 Bilingual Lexicon Induction through Unsupervised Machine Translation Mikel Artetxe, Gorka Labaka, Eneko Agirre https://www.aclweb.org/anthology/P19-1494.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, train-mll, train-transfer, pool-max, pool-kmax, arch-lstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-fasttext, task-lm, task-seq2seq, task-lexicon, task-alignment 0 Improving Low-Resource Cross-lingual Document Retrieval by Reranking with Deep Bilingual Representations Rui Zhang, Caitlin Westerfield, Sungrok Shim, Garrett Bingham, Alexander Fabbri, William Hu, Neha Verma, Dragomir Radev https://www.aclweb.org/anthology/P19-1306.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-adam, train-mtl, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, adv-train, loss-svd, task-lm, task-seq2seq, task-lexicon, task-alignment 1 Domain Adaptation of Neural Machine Translation by Lexicon Induction Junjie Hu, Mengzhou Xia, Graham Neubig, Jaime Carbonell https://www.aclweb.org/anthology/P19-1286.pdf
2019 ACL # train-mll, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, adv-train, task-lm, task-seq2seq, task-lexicon, task-alignment 0 Unsupervised Joint Training of Bilingual Word Embeddings Benjamin Marie, Atsushi Fujita https://www.aclweb.org/anthology/P19-1312.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-tree 2 Unsupervised Question Answering by Cloze Translation Patrick Lewis, Ludovic Denoyer, Sebastian Riedel https://www.aclweb.org/anthology/P19-1484.pdf
2019 ACL # reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, pre-fasttext 0 Give Me More Feedback II: Annotating Thesis Strength and Related Attributes in Student Essays Zixuan Ke, Hrishikesh Inamdar, Hui Lin, Vincent Ng https://www.aclweb.org/anthology/P19-1390.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-fasttext, adv-train, task-lm, task-seq2seq, task-lexicon 5 Effective Cross-lingual Transfer of Neural Machine Translation Models without Shared Vocabularies Yunsu Kim, Yingbo Gao, Hermann Ney https://www.aclweb.org/anthology/P19-1120.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 # train-mll, pre-fasttext, task-seq2seq, task-lexicon 1 Hubless Nearest Neighbor Search for Bilingual Lexicon Induction Jiaji Huang, Qiang Qiu, Kenneth Church https://www.aclweb.org/anthology/P19-1399.pdf
2019 ACL # init-glorot, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textpair, task-lm 1 Exploring Numeracy in Word Embeddings Aakanksha Naik, Abhilasha Ravichander, Carolyn Rose, Eduard Hovy https://www.aclweb.org/anthology/P19-1329.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, pool-max, arch-lstm, arch-bilstm, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, loss-margin, task-seqlab, task-seq2seq 15 Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings Mikel Artetxe, Holger Schwenk https://www.aclweb.org/anthology/P19-1309.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 # optim-adam, arch-lstm, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, adv-examp, task-textclass, task-textpair, task-lm 14 HellaSwag: Can a Machine Really Finish Your Sentence? Rowan Zellers, Ari Holtzman, Yonatan Bisk, Ali Farhadi, Yejin Choi https://www.aclweb.org/anthology/P19-1472.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, reg-stopping, norm-layer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, task-lm 13 COMET: Commonsense Transformers for Automatic Knowledge Graph Construction Antoine Bosselut, Hannah Rashkin, Maarten Sap, Chaitanya Malaviya, Asli Celikyilmaz, Yejin Choi https://www.aclweb.org/anthology/P19-1470.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 # train-mll, train-transfer, train-augment, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, loss-svd, task-seqlab, task-lm, task-seq2seq, task-lexicon 1 Generalized Data Augmentation for Low-Resource Translation Mengzhou Xia, Xiang Kong, Antonios Anastasopoulos, Graham Neubig https://www.aclweb.org/anthology/P19-1579.pdf
2019 ACL # arch-lstm, arch-gru, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, search-beam, pre-fasttext, pre-bert, task-seq2seq 2 Generating Diverse Translations with Sentence Codes Raphael Shu, Hideki Nakayama, Kyunghyun Cho https://www.aclweb.org/anthology/P19-1177.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, norm-layer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-transformer, comb-ensemble, pre-fasttext, task-spanlab, task-seq2seq 1 Token-level Dynamic Self-Attention Network for Multi-Passage Reading Comprehension Yimeng Zhuang, Huadong Wang https://www.aclweb.org/anthology/P19-1218.pdf
2019 ACL # arch-att, arch-selfatt, arch-subword, arch-transformer, pre-fasttext, pre-glove, pre-bert, latent-topic, task-lm 0 Context-specific Language Modeling for Human Trafficking Detection from Online Advertisements Saeideh Shahrokh Esfahani, Michael J. Cafarella, Maziyar Baran Pouyan, Gregory DeAngelo, Elena Eneva, Andy E. Fano https://www.aclweb.org/anthology/P19-1114.pdf
2019 ACL # init-glorot, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-energy, comb-ensemble, pre-fasttext, pre-bert, struct-crf, task-relation 0 An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing Zhisong Zhang, Xuezhe Ma, Eduard Hovy https://www.aclweb.org/anthology/P19-1562.pdf
2019 ACL # arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm, task-cloze 3 Classification and Clustering of Arguments with Contextualized Word Embeddings Nils Reimers, Benjamin Schiller, Tilman Beck, Johannes Daxenberger, Christian Stab, Iryna Gurevych https://www.aclweb.org/anthology/P19-1054.pdf
2019 ACL # train-mll, arch-subword, pre-word2vec, pre-fasttext, adv-train, task-seq2seq, task-lexicon, task-alignment 5 Bilingual Lexicon Induction with Semi-supervision in Non-Isometric Embedding Spaces Barun Patra, Joel Ruben Antony Moniz, Sarthak Garg, Matthew R. Gormley, Graham Neubig https://www.aclweb.org/anthology/P19-1018.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-active, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gating, arch-subword, pre-fasttext, pre-glove, task-lm, task-seq2seq 1 Low-resource Deep Entity Resolution with Transfer and Active Learning Jungo Kasai, Kun Qian, Sairam Gurajada, Yunyao Li, Lucian Popa https://www.aclweb.org/anthology/P19-1586.pdf
2019 ACL # arch-cnn, pre-fasttext 0 Detecting Subevents using Discourse and Narrative Features Mohammed Aldawsari, Mark Finlayson https://www.aclweb.org/anthology/P19-1471.pdf
2019 ACL # optim-projection, train-mll, arch-lstm, arch-cnn, arch-coverage, arch-subword, pre-fasttext, task-seq2seq 0 SphereRE: Distinguishing Lexical Relations with Hyperspherical Relation Embeddings Chengyu Wang, Xiaofeng He, Aoying Zhou https://www.aclweb.org/anthology/P19-1169.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, pool-mean, arch-lstm, arch-att, arch-subword, pre-fasttext, task-textpair, task-condlm, task-seq2seq 0 YouMakeup: A Large-Scale Domain-Specific Multimodal Dataset for Fine-Grained Semantic Comprehension Weiying Wang, Yongcheng Wang, Shizhe Chen, Qin Jin https://www.aclweb.org/anthology/D19-1517.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 # arch-coverage, pre-fasttext, pre-bert, task-seq2seq 0 Tanbih: Get To Know What You Are Reading Yifan Zhang, Giovanni Da San Martino, Alberto Barrón-Cedeño, Salvatore Romeo, Jisun An, Haewoon Kwak, Todor Staykovski, Israa Jaradat, Georgi Karadzhov, Ramy Baly, Kareem Darwish, James Glass, Preslav Nakov https://www.aclweb.org/anthology/D19-3038.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-relation, task-tree 0 Syntax-aware Multilingual Semantic Role Labeling Shexia He, Zuchao Li, Hai Zhao https://www.aclweb.org/anthology/D19-1538.pdf
2019 EMNLP # optim-adam, reg-norm, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq, task-lexicon 0 Cross-Cultural Transfer Learning for Text Classification Dor Ringel, Gal Lavee, Ido Guy, Kira Radinsky https://www.aclweb.org/anthology/D19-1400.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, pre-word2vec, pre-fasttext, pre-glove, latent-topic, task-textclass, task-lm 0 Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention Lei Cao, Huijun Zhang, Ling Feng, Zihan Wei, Xin Wang, Ningyun Li, Xiaohao He https://www.aclweb.org/anthology/D19-1181.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, arch-att, arch-subword, arch-transformer, pre-fasttext, pre-bert, adv-train, task-lm, task-seq2seq, task-alignment 0 Explicit Cross-lingual Pre-training for Unsupervised Machine Translation Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, Shuai Ma https://www.aclweb.org/anthology/D19-1071.pdf
2019 EMNLP # optim-projection, train-mll, arch-coverage, arch-subword, pre-fasttext, pre-bert, loss-svd, task-lm 0 SEAGLE: A Platform for Comparative Evaluation of Semantic Encoders for Information Retrieval Fabian David Schmidt, Markus Dietsche, Simone Paolo Ponzetto, Goran Glavaš https://www.aclweb.org/anthology/D19-3034.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-gating, arch-coverage, pre-fasttext, pre-bert, task-spanlab, task-lm 1 Interactive Language Learning by Question Answering Xingdi Yuan, Marc-Alexandre Côté, Jie Fu, Zhouhan Lin, Chris Pal, Yoshua Bengio, Adam Trischler https://www.aclweb.org/anthology/D19-1280.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-sgd, optim-adam, train-mll, arch-rnn, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-svd, task-lm, task-seq2seq, task-relation, task-alignment 3 Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu, Ting Liu https://www.aclweb.org/anthology/D19-1575.pdf
2019 EMNLP # train-mll, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, adv-train, loss-cca, loss-svd, task-seq2seq, task-relation, task-lexicon 1 Weakly-Supervised Concept-based Adversarial Learning for Cross-lingual Word Embeddings Haozhou Wang, James Henderson, Paola Merlo https://www.aclweb.org/anthology/D19-1450.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-lstm, arch-cnn, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert 0 An Improved Neural Baseline for Temporal Relation Extraction Qiang Ning, Sanjay Subramanian, Dan Roth https://www.aclweb.org/anthology/D19-1642.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-lstm, arch-att, pre-fasttext, pre-bert, loss-margin, loss-triplet, task-lm, task-condlm, task-seq2seq 0 Multi-Head Attention with Diversity for Learning Grounded Multilingual Multimodal Representations Po-Yao Huang, Xiaojun Chang, Alexander Hauptmann https://www.aclweb.org/anthology/D19-1154.pdf
2019 EMNLP # train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, struct-crf, adv-train, latent-vae, task-seqlab, task-seq2seq, task-lexicon 1 Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables Zihan Liu, Jamin Shin, Yan Xu, Genta Indra Winata, Peng Xu, Andrea Madotto, Pascale Fung https://www.aclweb.org/anthology/D19-1129.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, train-transfer, pool-mean, arch-att, arch-transformer, pre-fasttext, pre-bert, loss-cca, task-spanlab, task-lm, task-seq2seq, task-lexicon 0 Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model Tsung-Yuan Hsu, Chi-Liang Liu, Hung-yi Lee https://www.aclweb.org/anthology/D19-1607.pdf
2019 EMNLP # arch-rnn, arch-coverage, pre-fasttext, pre-glove, task-textpair 0 Identifying and Explaining Discriminative Attributes Armins Stepanjans, André Freitas https://www.aclweb.org/anthology/D19-1440.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-elmo, struct-crf, task-lm, task-seq2seq, task-relation, task-tree 0 Semi-Supervised Semantic Role Labeling with Cross-View Training Rui Cai, Mirella Lapata https://www.aclweb.org/anthology/D19-1094.pdf
2019 EMNLP # optim-adam, optim-projection, 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 # 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 # 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-projection, train-mll, arch-lstm, arch-bilstm, pre-fasttext, task-seqlab, task-seq2seq 1 Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy Labels Lukas Lange, Michael A. Hedderich, Dietrich Klakow https://www.aclweb.org/anthology/D19-1362.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm 1 Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs Soumya Sharma, Bishal Santra, Abhik Jana, Santosh Tokala, Niloy Ganguly, Pawan Goyal https://www.aclweb.org/anthology/D19-1631.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-transformer, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm 0 How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings Kawin Ethayarajh https://www.aclweb.org/anthology/D19-1006.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, train-mtl, train-mll, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, loss-svd, task-textpair, task-seq2seq 0 Parameter-free Sentence Embedding via Orthogonal Basis Ziyi Yang, Chenguang Zhu, Weizhu Chen https://www.aclweb.org/anthology/D19-1059.pdf
2019 EMNLP # optim-projection, arch-subword, pre-fasttext, loss-cca, loss-svd 0 Quantifying the Semantic Core of Gender Systems Adina Williams, Damian Blasi, Lawrence Wolf-Sonkin, Hanna Wallach, Ryan Cotterell https://www.aclweb.org/anthology/D19-1577.pdf
2019 EMNLP # optim-adam, arch-subword, pre-fasttext, task-lexicon 2 Analytical Methods for Interpretable Ultradense Word Embeddings Philipp Dufter, Hinrich Schütze https://www.aclweb.org/anthology/D19-1111.pdf
2019 EMNLP # train-mll, arch-subword, pre-fasttext, adv-train, task-lexicon 0 Multilingual word translation using auxiliary languages Hagai Taitelbaum, Gal Chechik, Jacob Goldberger https://www.aclweb.org/anthology/D19-1134.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, pre-fasttext, pre-glove, task-textclass 0 Text Level Graph Neural Network for Text Classification Lianzhe Huang, Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang https://www.aclweb.org/anthology/D19-1345.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-spanlab, task-lm, task-seq2seq, task-cloze 0 Learning with Limited Data for Multilingual Reading Comprehension Kyungjae Lee, Sunghyun Park, Hojae Han, Jinyoung Yeo, Seung-won Hwang, Juho Lee https://www.aclweb.org/anthology/D19-1283.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, 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 # optim-adam, train-augment, arch-lstm, arch-att, arch-coverage, arch-transformer, pre-fasttext, task-seqlab, task-lm, task-seq2seq, task-tree, task-alignment 0 Handling Syntactic Divergence in Low-resource Machine Translation Chunting Zhou, Xuezhe Ma, Junjie Hu, Graham Neubig https://www.aclweb.org/anthology/D19-1143.pdf
2019 EMNLP # optim-adam, arch-cnn, arch-att, pre-fasttext, pre-bert, task-spanlab, task-seq2seq 0 Finding Generalizable Evidence by Learning to Convince Q&A Models Ethan Perez, Siddharth Karamcheti, Rob Fergus, Jason Weston, Douwe Kiela, Kyunghyun Cho https://www.aclweb.org/anthology/D19-1244.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textpair, task-condlm 0 Asynchronous Deep Interaction Network for Natural Language Inference Di Liang, Fubao Zhang, Qi Zhang, Xuanjing Huang https://www.aclweb.org/anthology/D19-1271.pdf
2019 EMNLP # 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, 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-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 # reg-dropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext 0 Uncover Sexual Harassment Patterns from Personal Stories by Joint Key Element Extraction and Categorization Yingchi Liu, Quanzhi Li, Marika Cifor, Xiaozhong Liu, Qiong Zhang, Luo Si https://www.aclweb.org/anthology/D19-1237.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, optim-projection, train-mll, arch-subword, pre-fasttext, task-lm, task-seq2seq, task-lexicon 1 Examining Gender Bias in Languages with Grammatical Gender Pei Zhou, Weijia Shi, Jieyu Zhao, Kuan-Hao Huang, Muhao Chen, Ryan Cotterell, Kai-Wei Chang https://www.aclweb.org/anthology/D19-1531.pdf
2019 EMNLP # optim-projection, train-mtl, arch-cnn, arch-att, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-cloze 9 Patient Knowledge Distillation for BERT Model Compression Siqi Sun, Yu Cheng, Zhe Gan, Jingjing Liu https://www.aclweb.org/anthology/D19-1441.pdf
2019 EMNLP # optim-adam, reg-stopping, reg-patience, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-fasttext, pre-glove, task-textpair, task-seqlab, task-lm, task-relation, task-tree 0 LINSPECTOR WEB: A Multilingual Probing Suite for Word Representations Max Eichler, Gözde Gül Şahin, Iryna Gurevych https://www.aclweb.org/anthology/D19-3022.pdf
2019 EMNLP # optim-adam, init-glorot, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, search-greedy, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 0 Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited Artur Kulmizev, Miryam de Lhoneux, Johannes Gontrum, Elena Fano, Joakim Nivre https://www.aclweb.org/anthology/D19-1277.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-dropout, train-mll, arch-rnn, arch-cnn, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-lexicon 0 Cross-lingual Semantic Specialization via Lexical Relation Induction Edoardo Maria Ponti, Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1226.pdf
2019 EMNLP # optim-sgd, optim-adam, 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-adam, train-mll, arch-att, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, loss-nce, task-seqlab, task-relation, task-alignment 0 Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing Tao Meng, Nanyun Peng, Kai-Wei Chang https://www.aclweb.org/anthology/D19-1103.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-fasttext, pre-glove, pre-use, task-textclass, task-textpair, task-lm, task-condlm, task-seq2seq 0 Semantic Relatedness Based Re-ranker for Text Spotting Ahmed Sabir, Francesc Moreno, Lluís Padró https://www.aclweb.org/anthology/D19-1346.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, arch-att, arch-subword, arch-transformer, comb-ensemble, search-viterbi, pre-fasttext, pre-glove, struct-crf, task-seqlab, task-lm, task-seq2seq, task-lexicon 0 Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition Genta Indra Winata, Zhaojiang Lin, Jamin Shin, Zihan Liu, Pascale Fung https://www.aclweb.org/anthology/D19-1360.pdf
2019 EMNLP # optim-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 # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-elmo, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree 0 Semantic Role Labeling with Iterative Structure Refinement Chunchuan Lyu, Shay B. Cohen, Ivan Titov https://www.aclweb.org/anthology/D19-1099.pdf
2019 EMNLP # train-mll, train-augment, arch-rnn, arch-cnn, arch-att, arch-coverage, arch-subword, pre-fasttext, task-relation 0 Weakly Supervised Multilingual Causality Extraction from Wikipedia Chikara Hashimoto https://www.aclweb.org/anthology/D19-1296.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, 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-dropout, reg-stopping, pool-max, arch-lstm, arch-bilstm, arch-att, arch-gating, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, task-seqlab, task-spanlab 3 Don’t Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark, Mark Yatskar, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1418.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-transformer, pre-fasttext, pre-bert, latent-topic 0 The Trumpiest Trump? Identifying a Subject’s Most Characteristic Tweets Charuta Pethe, Steve Skiena https://www.aclweb.org/anthology/D19-1175.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, 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 # train-mtl, arch-lstm, arch-cnn, arch-att, pre-fasttext, pre-elmo, pre-bert, task-relation 0 A Context-based Framework for Modeling the Role and Function of On-line Resource Citations in Scientific Literature He Zhao, Zhunchen Luo, Chong Feng, Anqing Zheng, Xiaopeng Liu https://www.aclweb.org/anthology/D19-1524.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 # reg-dropout, reg-stopping, reg-patience, arch-lstm, arch-cnn, search-viterbi, pre-word2vec, pre-fasttext, pre-elmo, pre-bert 0 HARE: a Flexible Highlighting Annotator for Ranking and Exploration Denis Newman-Griffis, Eric Fosler-Lussier https://www.aclweb.org/anthology/D19-3015.pdf
2019 EMNLP # train-mll, arch-att, arch-subword, pre-fasttext, loss-svd, task-lexicon 0 Supervised and Nonlinear Alignment of Two Embedding Spaces for Dictionary Induction in Low Resourced Languages Masud Moshtaghi https://www.aclweb.org/anthology/D19-1076.pdf
2019 EMNLP # optim-projection, train-mll, arch-subword, pre-fasttext, adv-train, latent-vae, loss-svd, task-lexicon 1 A Multi-Pairwise Extension of Procrustes Analysis for Multilingual Word Translation Hagai Taitelbaum, Gal Chechik, Jacob Goldberger https://www.aclweb.org/anthology/D19-1363.pdf
2019 EMNLP # arch-cnn, arch-att, pre-fasttext, pre-glove, pre-bert, loss-nce, task-textclass 0 An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Stefan Larson, Anish Mahendran, Joseph J. Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K. Kummerfeld, Kevin Leach, Michael A. Laurenzano, Lingjia Tang, Jason Mars https://www.aclweb.org/anthology/D19-1131.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-fasttext, pre-glove, task-seq2seq 0 Rotate King to get Queen: Word Relationships as Orthogonal Transformations in Embedding Space Kawin Ethayarajh https://www.aclweb.org/anthology/D19-1354.pdf
2019 EMNLP # arch-lstm, arch-bilstm, pre-fasttext, struct-crf, loss-nce 0 FAMULUS: Interactive Annotation and Feedback Generation for Teaching Diagnostic Reasoning Jonas Pfeiffer, Christian M. Meyer, Claudia Schulz, Jan Kiesewetter, Jan Zottmann, Michael Sailer, Elisabeth Bauer, Frank Fischer, Martin R. Fischer, Iryna Gurevych https://www.aclweb.org/anthology/D19-3013.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-coverage, arch-subword, pre-fasttext, loss-svd, task-textpair, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment 0 Do We Really Need Fully Unsupervised Cross-Lingual Embeddings? Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1449.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 # train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, pre-bert, task-seqlab, task-lm, task-relation 3 Small and Practical BERT Models for Sequence Labeling Henry Tsai, Jason Riesa, Melvin Johnson, Naveen Arivazhagan, Xin Li, Amelia Archer https://www.aclweb.org/anthology/D19-1374.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 # train-mll, arch-lstm, arch-bilstm, arch-transformer, pre-fasttext, pre-bert, adv-examp, task-textpair, task-condlm, task-seq2seq 1 PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification Yinfei Yang, Yuan Zhang, Chris Tar, Jason Baldridge https://www.aclweb.org/anthology/D19-1382.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 # pre-word2vec, pre-fasttext 0 Fast Concept Mention Grouping for Concept Map-based Multi-Document Summarization Tobias Falke, Iryna Gurevych https://www.aclweb.org/anthology/N19-1074.pdf
2019 NAA-CL # pool-mean, arch-lstm, arch-cnn, arch-att, arch-selfatt, comb-ensemble, pre-fasttext, pre-glove, struct-crf, loss-cca, loss-margin, task-textclass 1 Ranking-Based Autoencoder for Extreme Multi-label Classification Bingyu Wang, Li Chen, Wei Sun, Kechen Qin, Kefeng Li, Hui Zhou https://www.aclweb.org/anthology/N19-1289.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-glove, task-textclass, task-textpair, task-condlm, task-seq2seq 59 Attention is not Explanation Sarthak Jain, Byron C. Wallace https://www.aclweb.org/anthology/N19-1357.pdf
2019 NAA-CL # optim-sgd, train-mll, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, struct-crf, latent-vae, loss-svd, task-seqlab, task-lm 1 Misspelling Oblivious Word Embeddings Aleksandra Piktus, Necati Bora Edizel, Piotr Bojanowski, Edouard Grave, Rui Ferreira, Fabrizio Silvestri https://www.aclweb.org/anthology/N19-1326.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, latent-vae, task-seq2seq, task-relation 1 Detecting Cybersecurity Events from Noisy Short Text Semih Yagcioglu, Mehmet Saygin Seyfioglu, Begum Citamak, Batuhan Bardak, Seren Guldamlasioglu, Azmi Yuksel, Emin Islam Tatli https://www.aclweb.org/anthology/N19-1138.pdf
2019 NAA-CL # optim-adam, train-mtl, train-mll, arch-att, arch-subword, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-use, latent-vae, task-textclass, task-textpair, task-seq2seq 2 Correlation Coefficients and Semantic Textual Similarity Vitalii Zhelezniak, Aleksandar Savkov, April Shen, Nils Hammerla https://www.aclweb.org/anthology/N19-1100.pdf
2019 NAA-CL # optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, arch-subword, pre-fasttext, struct-crf, adv-train, loss-svd, task-seqlab, task-lm, task-lexicon, task-alignment 0 Zero-Shot Cross-Lingual Opinion Target Extraction Soufian Jebbara, Philipp Cimiano https://www.aclweb.org/anthology/N19-1257.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, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, adv-examp, task-seq2seq 5 Neural Machine Translation of Text from Non-Native Speakers Antonios Anastasopoulos, Alison Lui, Toan Q. Nguyen, David Chiang https://www.aclweb.org/anthology/N19-1311.pdf
2019 NAA-CL # train-mll, arch-lstm, arch-subword, pre-fasttext, pre-elmo, loss-svd, task-lm, task-seq2seq, task-relation, task-alignment 8 Context-Aware Cross-Lingual Mapping Hanan Aldarmaki, Mona Diab https://www.aclweb.org/anthology/N19-1391.pdf
2019 NAA-CL # optim-adam, optim-adagrad, optim-adadelta, optim-projection, reg-dropout, reg-norm, train-mll, train-active, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-gating, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon 7 Polyglot Contextual Representations Improve Crosslingual Transfer Phoebe Mulcaire, Jungo Kasai, Noah A. Smith https://www.aclweb.org/anthology/N19-1392.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-fasttext, loss-svd, task-condlm 2 AudioCaps: Generating Captions for Audios in The Wild Chris Dongjoo Kim, Byeongchang Kim, Hyunmin Lee, Gunhee Kim https://www.aclweb.org/anthology/N19-1011.pdf
2019 NAA-CL # reg-dropout, train-mll, pre-fasttext 0 Combining Discourse Markers and Cross-lingual Embeddings for Synonym–Antonym Classification Michael Roth, Shyam Upadhyay https://www.aclweb.org/anthology/N19-1390.pdf
2019 NAA-CL # optim-projection, reg-patience, train-mll, arch-lstm, arch-att, pre-fasttext, adv-train, loss-cca, loss-svd, task-seq2seq, task-relation, task-lexicon, task-alignment 3 Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs Geert Heyman, Bregt Verreet, Ivan Vulić, Marie-Francine Moens https://www.aclweb.org/anthology/N19-1188.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, optim-projection, train-mll, arch-subword, pre-fasttext, latent-vae, loss-svd, task-seq2seq, task-relation, task-lexicon, task-alignment 5 Density Matching for Bilingual Word Embedding Chunting Zhou, Xuezhe Ma, Di Wang, Graham Neubig https://www.aclweb.org/anthology/N19-1161.pdf
2019 NAA-CL # train-mll, arch-att, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-seq2seq 0 Big BiRD: A Large, Fine-Grained, Bigram Relatedness Dataset for Examining Semantic Composition Shima Asaadi, Saif Mohammad, Svetlana Kiritchenko https://www.aclweb.org/anthology/N19-1050.pdf
2019 NAA-CL # arch-lstm, arch-att, arch-coverage, pre-fasttext, pre-glove, pre-elmo, pre-use, task-textclass, task-relation, task-tree 0 Outlier Detection for Improved Data Quality and Diversity in Dialog Systems Stefan Larson, Anish Mahendran, Andrew Lee, Jonathan K. Kummerfeld, Parker Hill, Michael A. Laurenzano, Johann Hauswald, Lingjia Tang, Jason Mars https://www.aclweb.org/anthology/N19-1051.pdf
2019 NAA-CL # optim-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, arch-rnn, arch-att, arch-selfatt, arch-subword, pre-fasttext 5 Attentive Mimicking: Better Word Embeddings by Attending to Informative Contexts Timo Schick, Hinrich Schütze https://www.aclweb.org/anthology/N19-1048.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-fasttext, latent-vae, task-extractive, task-seq2seq 9 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks Byeongchang Kim, Hyunwoo Kim, Gunhee Kim https://www.aclweb.org/anthology/N19-1260.pdf
2019 NAA-CL # arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, pre-skipthought, pre-use, task-textpair 0 Evaluating Composition Models for Verb Phrase Elliptical Sentence Embeddings Gijs Wijnholds, Mehrnoosh Sadrzadeh https://www.aclweb.org/anthology/N19-1023.pdf
2019 NAA-CL # 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-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-fasttext, task-textpair, task-lm 5 CNM: An Interpretable Complex-valued Network for Matching Qiuchi Li, Benyou Wang, Massimo Melucci https://www.aclweb.org/anthology/N19-1420.pdf
2019 NAA-CL # reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-recnn, arch-att, arch-selfatt, arch-coverage, arch-subword, pre-fasttext, adv-train, task-seq2seq 3 Addressing word-order Divergence in Multilingual Neural Machine Translation for extremely Low Resource Languages Rudra Murthy, Anoop Kunchukuttan, Pushpak Bhattacharyya https://www.aclweb.org/anthology/N19-1387.pdf