Year Conf. Topic Cited Paper Authors Url
2019 ACL # train-augment, arch-rnn, arch-lstm, arch-bilstm, pre-bert, struct-hmm, adv-examp, adv-train, task-spanlab, task-lm, task-seq2seq 6 Combating Adversarial Misspellings with Robust Word Recognition Danish Pruthi, Bhuwan Dhingra, Zachary C. Lipton https://www.aclweb.org/anthology/P19-1561.pdf
2019 ACL # optim-adam, reg-dropout, adv-train, latent-vae, latent-topic 0 Topic Modeling with Wasserstein Autoencoders Feng Nan, Ran Ding, Ramesh Nallapati, Bing Xiang https://www.aclweb.org/anthology/P19-1640.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-coverage, pre-glove, pre-skipthought, pre-elmo, pre-bert, adv-train, task-textpair, task-lm, task-cloze, task-relation 2 DisSent: Learning Sentence Representations from Explicit Discourse Relations Allen Nie, Erin Bennett, Noah Goodman https://www.aclweb.org/anthology/P19-1442.pdf
2019 ACL # optim-adam, optim-projection, 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 # train-mll, pool-max, arch-lstm, arch-att, arch-memo, nondif-reinforce, adv-train, latent-vae, task-extractive, task-lm, task-seq2seq, task-cloze, task-context 1 Self-Supervised Dialogue Learning Jiawei Wu, Xin Wang, William Yang Wang https://www.aclweb.org/anthology/P19-1375.pdf
2019 ACL # train-mll, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, adv-train, task-seq2seq 0 Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation Francine Chen, Yan-Ying Chen https://www.aclweb.org/anthology/P19-1211.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 # init-glorot, train-transfer, comb-ensemble, pre-word2vec, adv-train, task-lexicon 0 Automatic Domain Adaptation Outperforms Manual Domain Adaptation for Predicting Financial Outcomes Marina Sedinkina, Nikolas Breitkopf, Hinrich Schütze https://www.aclweb.org/anthology/P19-1034.pdf
2019 ACL # train-transfer, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-bert, adv-train, task-relation 6 Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers Haoyu Wang, Ming Tan, Mo Yu, Shiyu Chang, Dakuo Wang, Kun Xu, Xiaoxiao Guo, Saloni Potdar https://www.aclweb.org/anthology/P19-1132.pdf
2019 ACL # train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-word2vec, adv-train, latent-vae 2 Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu, Jie Zhou https://www.aclweb.org/anthology/P19-1192.pdf
2019 ACL # optim-sgd, optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, struct-cfg, adv-train, task-lm, task-seq2seq, task-relation, task-tree 0 Language Modeling with Shared Grammar Yuyu Zhang, Le Song https://www.aclweb.org/anthology/P19-1437.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 # 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-adadelta, train-mll, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, comb-ensemble, pre-word2vec, pre-elmo, adv-train, task-lm, task-seq2seq 0 Distilling Discrimination and Generalization Knowledge for Event Detection via Delta-Representation Learning Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun https://www.aclweb.org/anthology/P19-1429.pdf
2019 ACL # reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-glove, struct-crf, adv-train, task-seqlab 1 Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records Max Friedrich, Arne Köhn, Gregor Wiedemann, Chris Biemann https://www.aclweb.org/anthology/P19-1584.pdf
2019 ACL # optim-adam, reg-dropout, 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 # arch-rnn, arch-lstm, arch-att, search-beam, pre-word2vec, adv-train, latent-vae, task-lm, task-condlm, task-seq2seq 3 Retrieval-Enhanced Adversarial Training for Neural Response Generation Qingfu Zhu, Lei Cui, Wei-Nan Zhang, Furu Wei, Ting Liu https://www.aclweb.org/anthology/P19-1366.pdf
2019 ACL # optim-adam, reg-dropout, train-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 # reg-dropout, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, search-beam, adv-train, task-seq2seq 0 Reference Network for Neural Machine Translation Han Fu, Chenghao Liu, Jianling Sun https://www.aclweb.org/anthology/P19-1287.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-gating, arch-memo, arch-coverage, pre-word2vec, adv-train, latent-vae, task-seq2seq 0 Enhancing Topic-to-Essay Generation with External Commonsense Knowledge Pengcheng Yang, Lei Li, Fuli Luo, Tianyu Liu, Xu Sun https://www.aclweb.org/anthology/P19-1193.pdf
2019 ACL # reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, adv-train, task-seqlab 0 Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data Wei Ye, Bo Li, Rui Xie, Zhonghao Sheng, Long Chen, Shikun Zhang https://www.aclweb.org/anthology/P19-1130.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 # 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, 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-adam, reg-dropout, reg-worddropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, struct-cfg, adv-train, latent-vae, task-lm, task-seq2seq 0 Generating Sentences from Disentangled Syntactic and Semantic Spaces Yu Bao, Hao Zhou, Shujian Huang, Lei Li, Lili Mou, Olga Vechtomova, Xin-yu Dai, Jiajun Chen https://www.aclweb.org/anthology/P19-1602.pdf
2019 ACL # optim-sgd, reg-norm, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, search-viterbi, pre-glove, pre-elmo, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq 0 Cross-Domain NER using Cross-Domain Language Modeling Chen Jia, Xiaobo Liang, Yue Zhang https://www.aclweb.org/anthology/P19-1236.pdf
2019 ACL # optim-adam, reg-dropout, 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, 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, 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, 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, init-glorot, train-mtl, train-mll, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, adv-train 2 Adversarial Attention Modeling for Multi-dimensional Emotion Regression Suyang Zhu, Shoushan Li, Guodong Zhou https://www.aclweb.org/anthology/P19-1045.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, reg-dropout, train-transfer, arch-lstm, arch-bilstm, adv-train, loss-nce, task-seqlab, task-relation 2 Reinforced Training Data Selection for Domain Adaptation Miaofeng Liu, Yan Song, Hongbin Zou, Tong Zhang https://www.aclweb.org/anthology/P19-1189.pdf
2019 ACL # optim-adam, optim-projection, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, arch-memo, pre-glove, adv-examp, adv-train, task-spanlab 2 Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA Yichen Jiang, Mohit Bansal https://www.aclweb.org/anthology/P19-1262.pdf
2019 ACL # optim-adagrad, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, adv-train, task-textpair, task-seqlab 5 OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs Seungwhan Moon, Pararth Shah, Anuj Kumar, Rajen Subba https://www.aclweb.org/anthology/P19-1081.pdf
2019 ACL # optim-adam, 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 # 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, init-glorot, reg-dropout, train-transfer, arch-lstm, adv-train, task-lm, task-seq2seq, task-relation 0 Task Refinement Learning for Improved Accuracy and Stability of Unsupervised Domain Adaptation Yftah Ziser, Roi Reichart https://www.aclweb.org/anthology/P19-1591.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-topic, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree 2 Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, Yang Song https://www.aclweb.org/anthology/P19-1190.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-glove, pre-bert, adv-examp, adv-train, task-textpair 17 Probing Neural Network Comprehension of Natural Language Arguments Timothy Niven, Hung-Yu Kao https://www.aclweb.org/anthology/P19-1459.pdf
2019 ACL # optim-sgd, optim-adam, arch-lstm, arch-bilstm, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm 3 Don’t Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference Yonatan Belinkov, Adam Poliak, Stuart Shieber, Benjamin Van Durme, Alexander Rush https://www.aclweb.org/anthology/P19-1084.pdf
2019 ACL # 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, 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 # 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, 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, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, adv-train, latent-vae 1 ARNOR: Attention Regularization based Noise Reduction for Distant Supervision Relation Classification Wei Jia, Dai Dai, Xinyan Xiao, Hua Wu https://www.aclweb.org/anthology/P19-1135.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, struct-crf, adv-train, task-seqlab, task-lm 2 Adversarial Multitask Learning for Joint Multi-Feature and Multi-Dialect Morphological Modeling Nasser Zalmout, Nizar Habash https://www.aclweb.org/anthology/P19-1173.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 # train-mll, arch-subword, comb-ensemble, adv-train, task-lm, task-seq2seq, task-alignment 8 An Effective Approach to Unsupervised Machine Translation Mikel Artetxe, Gorka Labaka, Eneko Agirre https://www.aclweb.org/anthology/P19-1019.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-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 # 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, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, adv-train, task-spanlab, task-lm, task-seq2seq 0 Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online Forums Zi Chai, Xinyu Xing, Xiaojun Wan, Bo Huang https://www.aclweb.org/anthology/P19-1497.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-lstm, arch-subword, pre-word2vec, pre-elmo, adv-train, loss-svd, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment 1 Unsupervised Multilingual Word Embedding with Limited Resources using Neural Language Models Takashi Wada, Tomoharu Iwata, Yuji Matsumoto https://www.aclweb.org/anthology/P19-1300.pdf
2019 ACL # train-mll, arch-lstm, arch-att, arch-coverage, struct-crf, adv-train, task-seq2seq, task-alignment 0 Improved Sentiment Detection via Label Transfer from Monolingual to Synthetic Code-Switched Text Bidisha Samanta, Niloy Ganguly, Soumen Chakrabarti https://www.aclweb.org/anthology/P19-1343.pdf
2019 ACL # optim-adam, train-mll, train-transfer, train-parallel, arch-gru, arch-subword, adv-train, task-seqlab, task-seq2seq, task-lexicon, task-alignment 0 Better OOV Translation with Bilingual Terminology Mining Matthias Huck, Viktor Hangya, Alexander Fraser https://www.aclweb.org/anthology/P19-1581.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, 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-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-sgd, optim-adam, arch-lstm, arch-att, adv-train, task-lm 0 Pun-GAN: Generative Adversarial Network for Pun Generation Fuli Luo, Shunyao Li, Pengcheng Yang, Lei Li, Baobao Chang, Zhifang Sui, Xu Sun https://www.aclweb.org/anthology/D19-1336.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, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-gating, adv-train, task-lm, task-condlm, task-seq2seq 0 Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation Cristina Garbacea, Samuel Carton, Shiyan Yan, Qiaozhu Mei https://www.aclweb.org/anthology/D19-1409.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, train-mtl, train-mll, train-transfer, arch-lstm, arch-cnn, arch-att, arch-memo, pre-bert, adv-train, latent-topic, task-lexicon 1 Contrastive Language Adaptation for Cross-Lingual Stance Detection Mitra Mohtarami, James Glass, Preslav Nakov https://www.aclweb.org/anthology/D19-1452.pdf
2019 EMNLP # optim-sgd, optim-projection, reg-dropout, norm-layer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, adv-train, latent-vae, task-condlm, task-seq2seq 0 Semi-supervised Text Style Transfer: Cross Projection in Latent Space Mingyue Shang, Piji Li, Zhenxin Fu, Lidong Bing, Dongyan Zhao, Shuming Shi, Rui Yan https://www.aclweb.org/anthology/D19-1499.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, 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 # optim-adam, init-glorot, norm-gradient, arch-gru, arch-bigru, arch-att, adv-train, latent-vae, task-seq2seq 0 Answer-guided and Semantic Coherent Question Generation in Open-domain Conversation Weichao Wang, Shi Feng, Daling Wang, Yifei Zhang https://www.aclweb.org/anthology/D19-1511.pdf
2019 EMNLP # optim-adam, train-mll, train-transfer, arch-att, arch-subword, arch-transformer, comb-ensemble, search-beam, adv-train, task-seqlab, task-seq2seq, task-graph 0 Iterative Dual Domain Adaptation for Neural Machine Translation Jiali Zeng, Yang Liu, Jinsong Su, Yubing Ge, Yaojie Lu, Yongjing Yin, Jiebo Luo https://www.aclweb.org/anthology/D19-1078.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, adv-train, loss-triplet, task-condlm, task-seq2seq 0 Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach Dong-Jin Kim, Jinsoo Choi, Tae-Hyun Oh, In So Kweon https://www.aclweb.org/anthology/D19-1208.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 # optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-gru, arch-gating, arch-coverage, arch-transformer, pre-glove, adv-train, latent-vae, task-seq2seq, task-tree 6 An End-to-End Generative Architecture for Paraphrase Generation Qian Yang, Zhouyuan Huo, Dinghan Shen, Yong Cheng, Wenlin Wang, Guoyin Wang, Lawrence Carin https://www.aclweb.org/anthology/D19-1309.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, adv-train 0 Domain Adaptation for Person-Job Fit with Transferable Deep Global Match Network Shuqing Bian, Wayne Xin Zhao, Yang Song, Tao Zhang, Ji-Rong Wen https://www.aclweb.org/anthology/D19-1487.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mtl, train-mll, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-glove, pre-elmo, pre-bert, adv-train, task-spanlab, task-lm, task-seq2seq 2 Adversarial Domain Adaptation for Machine Reading Comprehension Huazheng Wang, Zhe Gan, Xiaodong Liu, Jingjing Liu, Jianfeng Gao, Hongning Wang https://www.aclweb.org/anthology/D19-1254.pdf
2019 EMNLP # 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, optim-adagrad, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, search-beam, pre-glove, pre-paravec, adv-train, latent-topic, task-textpair, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information Byungkook Oh, Seungmin Seo, Cheolheon Shin, Eunju Jo, Kyong-Ho Lee https://www.aclweb.org/anthology/D19-1232.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, comb-ensemble, pre-word2vec, adv-train, loss-svd, task-seqlab, task-seq2seq, task-relation, task-alignment 0 Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping Jian Ni, Radu Florian https://www.aclweb.org/anthology/D19-1038.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, search-beam, adv-train, task-lm, task-condlm, task-seq2seq, task-relation 0 Stick to the Facts: Learning towards a Fidelity-oriented E-Commerce Product Description Generation Zhangming Chan, Xiuying Chen, Yongliang Wang, Juntao Li, Zhiqiang Zhang, Kun Gai, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1501.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, adv-examp, adv-train, task-condlm, task-seq2seq 8 Attention is not not Explanation Sarah Wiegreffe, Yuval Pinter https://www.aclweb.org/anthology/D19-1002.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, search-beam, adv-train, task-seq2seq 0 Towards Controllable and Personalized Review Generation Pan Li, Alexander Tuzhilin https://www.aclweb.org/anthology/D19-1319.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, adv-train, task-lm, task-condlm, task-seq2seq 0 ARAML: A Stable Adversarial Training Framework for Text Generation Pei Ke, Fei Huang, Minlie Huang, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1436.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-glove, adv-train, latent-topic, task-textclass, task-seq2seq 0 Adaptive Ensembling: Unsupervised Domain Adaptation for Political Document Analysis Shrey Desai, Barea Sinno, Alex Rosenfeld, Junyi Jessy Li https://www.aclweb.org/anthology/D19-1478.pdf
2019 EMNLP # optim-adam, init-glorot, norm-gradient, pool-mean, arch-rnn, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-vae, task-seq2seq 0 Long and Diverse Text Generation with Planning-based Hierarchical Variational Model Zhihong Shao, Minlie Huang, Jiangtao Wen, Wenfei Xu, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1321.pdf
2019 EMNLP # optim-sgd, init-glorot, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, adv-train 0 Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification Mengting Hu, Yike Wu, Shiwan Zhao, Honglei Guo, Renhong Cheng, Zhong Su https://www.aclweb.org/anthology/D19-1558.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-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon 0 Low-Resource Sequence Labeling via Unsupervised Multilingual Contextualized Representations Zuyi Bao, Rui Huang, Chen Li, Kenny Zhu https://www.aclweb.org/anthology/D19-1095.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, arch-lstm, arch-cnn, arch-att, nondif-reinforce, adv-train, task-textpair 0 DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning Ruiping Li, Xiang Cheng https://www.aclweb.org/anthology/D19-1266.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, pre-glove, pre-skipthought, pre-elmo, pre-use, adv-train, task-textpair, task-seqlab, task-lm, task-seq2seq 0 IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation Zhijing Jin, Di Jin, Jonas Mueller, Nicholas Matthews, Enrico Santus https://www.aclweb.org/anthology/D19-1306.pdf
2019 EMNLP # 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-sgd, optim-adam, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, comb-ensemble, adv-feat, adv-train, task-lm, task-seq2seq 0 Pushing the Limits of Low-Resource Morphological Inflection Antonios Anastasopoulos, Graham Neubig https://www.aclweb.org/anthology/D19-1091.pdf
2019 EMNLP # optim-adam, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, pre-glove, adv-train, task-textpair, task-spanlab, meta-arch 3 Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning Yichen Jiang, Mohit Bansal https://www.aclweb.org/anthology/D19-1455.pdf
2019 EMNLP # optim-sgd, optim-adadelta, reg-dropout, pool-max, arch-cnn, arch-att, arch-memo, adv-train, latent-vae 0 Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization Framework Junfan Chen, Richong Zhang, Yongyi Mao, Hongyu Guo, Jie Xu https://www.aclweb.org/anthology/D19-1031.pdf
2019 EMNLP # optim-projection, train-mll, train-transfer, arch-gnn, arch-att, pre-bert, adv-train 1 FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao, Xu Han, Hao Zhu, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou https://www.aclweb.org/anthology/D19-1649.pdf
2019 EMNLP # optim-adam, reg-stopping, reg-patience, train-transfer, train-active, arch-lstm, arch-bilstm, comb-ensemble, pre-glove, pre-elmo, adv-examp, adv-train, task-lm 0 To Annotate or Not? Predicting Performance Drop under Domain Shift Hady Elsahar, Matthias Gallé https://www.aclweb.org/anthology/D19-1222.pdf
2019 EMNLP # optim-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 # arch-cnn, arch-att, arch-memo, arch-subword, pre-bert, adv-train, task-seqlab 1 OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction Xu Han, Tianyu Gao, Yuan Yao, Deming Ye, Zhiyuan Liu, Maosong Sun https://www.aclweb.org/anthology/D19-3029.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, optim-projection, arch-rnn, arch-lstm, arch-gru, arch-att, adv-train, latent-vae, task-lm, task-seq2seq 0 Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training Chih-Te Lai, Yi-Te Hong, Hong-You Chen, Chi-Jen Lu, Shou-De Lin https://www.aclweb.org/anthology/D19-1366.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-energy, adv-train 0 Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog Ryuichi Takanobu, Hanlin Zhu, Minlie Huang https://www.aclweb.org/anthology/D19-1010.pdf
2019 EMNLP # reg-dropout, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, struct-crf, adv-train 0 Emotion Detection with Neural Personal Discrimination Xiabing Zhou, Zhongqing Wang, Shoushan Li, Guodong Zhou, Min Zhang https://www.aclweb.org/anthology/D19-1552.pdf
2019 EMNLP # train-mll, train-transfer, arch-lstm, pre-bert, adv-feat, adv-train 0 Adversarial Removal of Demographic Attributes Revisited Maria Barrett, Yova Kementchedjhieva, Yanai Elazar, Desmond Elliott, Anders Søgaard https://www.aclweb.org/anthology/D19-1662.pdf
2019 EMNLP # optim-adam, norm-gradient, arch-lstm, arch-att, adv-train, task-lm, task-seq2seq 0 Learning to Flip the Sentiment of Reviews from Non-Parallel Corpora Canasai Kruengkrai https://www.aclweb.org/anthology/D19-1659.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, optim-projection, reg-dropout, reg-stopping, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm, task-seq2seq 2 Certified Robustness to Adversarial Word Substitutions Robin Jia, Aditi Raghunathan, Kerem Göksel, Percy Liang https://www.aclweb.org/anthology/D19-1423.pdf
2019 EMNLP # 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, reg-dropout, train-transfer, pool-max, arch-lstm, arch-cnn, arch-att, adv-train 0 Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data Ruidong Wu, Yuan Yao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun https://www.aclweb.org/anthology/D19-1021.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, pre-word2vec, adv-train 0 Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction Xiang Deng, Huan Sun https://www.aclweb.org/anthology/D19-1039.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, nondif-reinforce, adv-train, latent-vae, task-lm 0 Learning Rhyming Constraints using Structured Adversaries Harsh Jhamtani, Sanket Vaibhav Mehta, Jaime Carbonell, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/D19-1621.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-att, pre-word2vec, adv-train, task-seq2seq, task-relation, task-tree 0 Generating Modern Poetry Automatically in Finnish Mika Hämäläinen, Khalid Alnajjar https://www.aclweb.org/anthology/D19-1617.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, adv-train, task-lm, task-seq2seq, task-relation, task-tree, task-graph 0 Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction Sahil Garg, Aram Galstyan, Greg Ver Steeg, Guillermo Cecchi https://www.aclweb.org/anthology/D19-1414.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-examp, adv-train, task-textpair, task-lm 0 A Logic-Driven Framework for Consistency of Neural Models Tao Li, Vivek Gupta, Maitrey Mehta, Vivek Srikumar https://www.aclweb.org/anthology/D19-1405.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, struct-crf, adv-train, task-seqlab, task-seq2seq 3 Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning Zheng Li, Xin Li, Ying Wei, Lidong Bing, Yu Zhang, Qiang Yang https://www.aclweb.org/anthology/D19-1466.pdf
2019 EMNLP # 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 # optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, adv-train, task-lm, task-seq2seq 0 Specificity-Driven Cascading Approach for Unsupervised Sentiment Modification Pengcheng Yang, Junyang Lin, Jingjing Xu, Jun Xie, Qi Su, Xu Sun https://www.aclweb.org/anthology/D19-1553.pdf
2019 EMNLP # optim-adam, 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, 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 # arch-lstm, arch-bilstm, arch-cnn, pre-fasttext, pre-glove, pre-bert, adv-examp, adv-train, task-textclass, task-spanlab, task-seq2seq 3 Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human Attack Emily Dinan, Samuel Humeau, Bharath Chintagunta, Jason Weston https://www.aclweb.org/anthology/D19-1461.pdf
2019 EMNLP # optim-adam, reg-stopping, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-bert, adv-train, latent-topic, task-lm 0 Neural Duplicate Question Detection without Labeled Training Data Andreas Rücklé, Nafise Sadat Moosavi, Iryna Gurevych https://www.aclweb.org/anthology/D19-1171.pdf
2019 NAA-CL # optim-projection, reg-dropout, train-mll, arch-lstm, adv-train, task-relation, task-tree, task-alignment 1 Typological Features for Multilingual Delexicalised Dependency Parsing Manon Scholivet, Franck Dary, Alexis Nasr, Benoit Favre, Carlos Ramisch https://www.aclweb.org/anthology/N19-1393.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-sgd, reg-dropout, arch-cnn, arch-att, arch-selfatt, adv-train 5 Distant Supervision Relation Extraction with Intra-Bag and Inter-Bag Attentions Zhi-Xiu Ye, Zhen-Hua Ling https://www.aclweb.org/anthology/N19-1288.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, arch-att, search-beam, adv-train, latent-vae, task-condlm, task-seq2seq 5 Answer-based Adversarial Training for Generating Clarification Questions Sudha Rao, Hal Daumé III https://www.aclweb.org/anthology/N19-1013.pdf
2019 NAA-CL # norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, adv-train, task-lm, task-condlm, task-seq2seq 5 Evaluating Text GANs as Language Models Guy Tevet, Gavriel Habib, Vered Shwartz, Jonathan Berant https://www.aclweb.org/anthology/N19-1233.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 # 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 # train-mtl, train-mll, train-transfer, arch-rnn, arch-gru, arch-att, arch-selfatt, adv-train, task-relation, task-tree 1 Robust Semantic Parsing with Adversarial Learning for Domain Generalization Gabriel Marzinotto, Géraldine Damnati, Frédéric Béchet, Benoît Favre https://www.aclweb.org/anthology/N19-2021.pdf
2019 NAA-CL # optim-sgd, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, comb-ensemble, adv-train, task-seqlab, task-seq2seq 1 Joint Learning of Pre-Trained and Random Units for Domain Adaptation in Part-of-Speech Tagging Sara Meftah, Youssef Tamaazousti, Nasredine Semmar, Hassane Essafi, Fatiha Sadat https://www.aclweb.org/anthology/N19-1416.pdf
2019 NAA-CL # init-glorot, reg-dropout, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, comb-ensemble, pre-glove, adv-train, loss-triplet, task-lm 1 Adversarial Category Alignment Network for Cross-domain Sentiment Classification Xiaoye Qu, Zhikang Zou, Yu Cheng, Yang Yang, Pan Zhou https://www.aclweb.org/anthology/N19-1258.pdf
2019 NAA-CL # optim-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-adam, norm-batch, train-mtl, train-transfer, struct-cfg, adv-train, latent-topic, task-seq2seq 5 Detecting cognitive impairments by agreeing on interpretations of linguistic features Zining Zhu, Jekaterina Novikova, Frank Rudzicz https://www.aclweb.org/anthology/N19-1146.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-att, arch-gating, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-train, task-relation 3 Learning to Denoise Distantly-Labeled Data for Entity Typing Yasumasa Onoe, Greg Durrett https://www.aclweb.org/anthology/N19-1250.pdf
2019 NAA-CL # optim-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-projection, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, pre-elmo, struct-crf, adv-train, task-seqlab, task-relation 10 A general framework for information extraction using dynamic span graphs Yi Luan, Dave Wadden, Luheng He, Amy Shah, Mari Ostendorf, Hannaneh Hajishirzi https://www.aclweb.org/anthology/N19-1308.pdf
2019 NAA-CL # arch-rnn, arch-att, search-beam, adv-train, task-lm, task-condlm, task-seq2seq 14 Unifying Human and Statistical Evaluation for Natural Language Generation Tatsunori Hashimoto, Hugh Zhang, Percy Liang https://www.aclweb.org/anthology/N19-1169.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, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-greedy, nondif-gumbelsoftmax, adv-train, task-lm, task-condlm, task-seq2seq 2 Latent Code and Text-based Generative Adversarial Networks for Soft-text Generation Md. Akmal Haidar, Mehdi Rezagholizadeh, Alan Do Omri, Ahmad Rashid https://www.aclweb.org/anthology/N19-1234.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, pre-word2vec, pre-glove, pre-skipthought, pre-elmo, struct-crf, adv-train, latent-vae, task-textclass, task-lm 6 Dialogue Act Classification with Context-Aware Self-Attention Vipul Raheja, Joel Tetreault https://www.aclweb.org/anthology/N19-1373.pdf
2019 NAA-CL # optim-sgd, 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-adam, optim-projection, train-mtl, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, adv-train, task-lm 6 Massively Multilingual Adversarial Speech Recognition Oliver Adams, Matthew Wiesner, Shinji Watanabe, David Yarowsky https://www.aclweb.org/anthology/N19-1009.pdf
2019 NAA-CL # optim-adam, norm-batch, arch-lstm, arch-att, arch-bilinear, adv-feat, adv-train, task-condlm, task-seq2seq 0 The World in My Mind: Visual Dialog with Adversarial Multi-modal Feature Encoding Yiqun Yao, Jiaming Xu, Bo Xu https://www.aclweb.org/anthology/N19-1266.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