Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, arch-lstm, arch-bilstm, arch-att, task-condlm, task-seq2seq 1 Storyboarding of Recipes: Grounded Contextual Generation Khyathi Chandu, Eric Nyberg, Alan W Black https://www.aclweb.org/anthology/P19-1606.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-adam, reg-dropout, reg-decay, norm-layer, train-augment, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, search-greedy, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, task-tree, task-graph 2 Generating Logical Forms from Graph Representations of Text and Entities Peter Shaw, Philip Massey, Angelica Chen, Francesco Piccinno, Yasemin Altun https://www.aclweb.org/anthology/P19-1010.pdf
2019 ACL # optim-adam, init-glorot, reg-decay, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-coverage, pre-bert, task-spanlab, task-lm 7 Cognitive Graph for Multi-Hop Reading Comprehension at Scale Ming Ding, Chang Zhou, Qibin Chen, Hongxia Yang, Jie Tang https://www.aclweb.org/anthology/P19-1259.pdf
2019 ACL # optim-adam, init-glorot, reg-decay, train-augment, arch-rnn, arch-att, arch-bilinear, arch-subword, task-textclass, task-lm, task-seq2seq, task-relation 5 Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod, Sebastian J. Mielke, Hanna Wallach, Ryan Cotterell https://www.aclweb.org/anthology/P19-1161.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, pool-max, arch-rnn, arch-cnn, arch-coverage, search-beam, pre-glove, pre-skipthought, task-textpair, task-lm 0 A Cross-Domain Transferable Neural Coherence Model Peng Xu, Hamidreza Saghir, Jin Sung Kang, Teng Long, Avishek Joey Bose, Yanshuai Cao, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/P19-1067.pdf
2019 ACL # optim-adam, reg-decay, arch-lstm, arch-att, arch-coverage, comb-ensemble, pre-paravec, latent-topic, task-relation 0 Modeling Financial Analysts’ Decision Making via the Pragmatics and Semantics of Earnings Calls Katherine Keith, Amanda Stent https://www.aclweb.org/anthology/P19-1047.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, comb-ensemble, task-textclass, task-lm, task-seq2seq 0 StRE: Self Attentive Edit Quality Prediction in Wikipedia Soumya Sarkar, Bhanu Prakash Reddy, Sandipan Sikdar, Animesh Mukherjee https://www.aclweb.org/anthology/P19-1387.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, reg-labelsmooth, train-mll, train-transfer, arch-att, arch-selfatt, arch-transformer, comb-ensemble, search-beam, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-cloze 1 A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning Gonçalo M. Correia, André F. T. Martins https://www.aclweb.org/anthology/P19-1292.pdf
2019 ACL # optim-adam, reg-stopping, reg-patience, reg-decay, arch-att, arch-coverage, arch-transformer, comb-ensemble, pre-elmo, pre-bert, task-textpair, task-lm 1 GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification Jie Zhou, Xu Han, Cheng Yang, Zhiyuan Liu, Lifeng Wang, Changcheng Li, Maosong Sun https://www.aclweb.org/anthology/P19-1085.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, 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 # reg-decay, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-tree 8 Explain Yourself! Leveraging Language Models for Commonsense Reasoning Nazneen Fatema Rajani, Bryan McCann, Caiming Xiong, Richard Socher https://www.aclweb.org/anthology/P19-1487.pdf
2019 ACL # optim-sgd, reg-dropout, reg-worddropout, reg-norm, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-transformer, task-lm, task-seq2seq 2 Improved Language Modeling by Decoding the Past Siddhartha Brahma https://www.aclweb.org/anthology/P19-1142.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, arch-transformer, struct-crf, task-seqlab 1 Low-Resource Name Tagging Learned with Weakly Labeled Data Yixin Cao, Zikun Hu, Tat-seng Chua, Zhiyuan Liu, Heng Ji https://www.aclweb.org/anthology/D19-1025.pdf
2019 EMNLP # optim-adam, optim-projection, reg-patience, reg-decay, arch-att, arch-coverage, arch-subword, pre-bert, task-seqlab 13 Fine-Grained Analysis of Propaganda in News Article Giovanni Da San Martino, Seunghak Yu, Alberto Barrón-Cedeño, Rostislav Petrov, Preslav Nakov https://www.aclweb.org/anthology/D19-1565.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-stopping, reg-decay, reg-labelsmooth, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, task-lm, task-seq2seq, task-alignment 0 Jointly Learning to Align and Translate with Transformer Models Sarthak Garg, Stephan Peitz, Udhyakumar Nallasamy, Matthias Paulik https://www.aclweb.org/anthology/D19-1453.pdf
2019 EMNLP # optim-sgd, reg-decay, train-transfer, arch-lstm, arch-subword, search-beam, task-seq2seq, task-alignment 0 HABLex: Human Annotated Bilingual Lexicons for Experiments in Machine Translation Brian Thompson, Rebecca Knowles, Xuan Zhang, Huda Khayrallah, Kevin Duh, Philipp Koehn https://www.aclweb.org/anthology/D19-1142.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, reg-norm, reg-decay, arch-lstm, arch-bilstm, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 1 Designing and Interpreting Probes with Control Tasks John Hewitt, Percy Liang https://www.aclweb.org/anthology/D19-1275.pdf
2019 EMNLP # optim-adam, reg-decay, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, loss-nce, task-textpair, task-alignment 0 A Gated Self-attention Memory Network for Answer Selection Tuan Lai, Quan Hung Tran, Trung Bui, Daisuke Kihara https://www.aclweb.org/anthology/D19-1610.pdf
2019 EMNLP # optim-adam, reg-decay, norm-layer, train-mll, pool-mean, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, task-spanlab, task-lm, task-seq2seq 0 Cross-Lingual Machine Reading Comprehension Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu https://www.aclweb.org/anthology/D19-1169.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq 0 Subword Language Model for Query Auto-Completion Gyuwan Kim https://www.aclweb.org/anthology/D19-1507.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze, task-relation 22 Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT Shijie Wu, Mark Dredze https://www.aclweb.org/anthology/D19-1077.pdf
2019 EMNLP # optim-adam, reg-decay, train-augment, arch-att, comb-ensemble, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-relation 0 CFO: A Framework for Building Production NLP Systems Rishav Chakravarti, Cezar Pendus, Andrzej Sakrajda, Anthony Ferritto, Lin Pan, Michael Glass, Vittorio Castelli, J William Murdock, Radu Florian, Salim Roukos, Avi Sil https://www.aclweb.org/anthology/D19-3006.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-decay, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, latent-topic, loss-svd, task-lm, task-seq2seq 0 Adaptive Parameterization for Neural Dialogue Generation Hengyi Cai, Hongshen Chen, Cheng Zhang, Yonghao Song, Xiaofang Zhao, Dawei Yin https://www.aclweb.org/anthology/D19-1188.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, pre-fasttext, pre-glove, task-textclass 0 Text Level Graph Neural Network for Text Classification Lianzhe Huang, Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang https://www.aclweb.org/anthology/D19-1345.pdf
2019 EMNLP # optim-adam, reg-decay, pool-max, arch-gcnn, arch-cnn, arch-att, pre-glove, task-textclass, task-condlm, task-seq2seq 0 Hierarchical Text Classification with Reinforced Label Assignment Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren https://www.aclweb.org/anthology/D19-1042.pdf
2019 EMNLP # optim-amsgrad, reg-dropout, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, comb-ensemble, search-beam, task-relation 0 A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection Kurt Junshean Espinosa, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/D19-1381.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, train-mll, train-transfer, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 1 The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–English Francisco Guzmán, Peng-Jen Chen, Myle Ott, Juan Pino, Guillaume Lample, Philipp Koehn, Vishrav Chaudhary, Marc’Aurelio Ranzato https://www.aclweb.org/anthology/D19-1632.pdf
2019 EMNLP # optim-adam, reg-decay, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-bert, task-lm 1 Attending to Future Tokens for Bidirectional Sequence Generation Carolin Lawrence, Bhushan Kotnis, Mathias Niepert https://www.aclweb.org/anthology/D19-1001.pdf
2019 EMNLP # optim-adam, reg-decay, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Who Is Speaking to Whom? Learning to Identify Utterance Addressee in Multi-Party Conversations Ran Le, Wenpeng Hu, Mingyue Shang, Zhenjun You, Lidong Bing, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1199.pdf
2019 EMNLP # reg-dropout, reg-decay, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, pre-bert, task-textclass, task-lm, task-seq2seq 2 MultiFiT: Efficient Multi-lingual Language Model Fine-tuning Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kadras, Sylvain Gugger, Jeremy Howard https://www.aclweb.org/anthology/D19-1572.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-word2vec, task-textclass 0 Using Clinical Notes with Time Series Data for ICU Management Swaraj Khadanga, Karan Aggarwal, Shafiq Joty, Jaideep Srivastava https://www.aclweb.org/anthology/D19-1678.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, arch-att, pre-elmo, loss-svd 1 An Attentive Fine-Grained Entity Typing Model with Latent Type Representation Ying Lin, Heng Ji https://www.aclweb.org/anthology/D19-1641.pdf
2019 EMNLP # optim-adam, reg-decay, norm-gradient, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, nondif-reinforce, task-extractive, task-spanlab, task-condlm, task-seq2seq 0 Reading Like HER: Human Reading Inspired Extractive Summarization Ling Luo, Xiang Ao, Yan Song, Feiyang Pan, Min Yang, Qing He https://www.aclweb.org/anthology/D19-1300.pdf
2019 EMNLP # optim-adam, reg-decay, norm-gradient, arch-gnn, arch-att, arch-selfatt, arch-transformer, pre-bert, task-spanlab, task-tree 0 NumNet: Machine Reading Comprehension with Numerical Reasoning Qiu Ran, Yankai Lin, Peng Li, Jie Zhou, Zhiyuan Liu https://www.aclweb.org/anthology/D19-1251.pdf
2019 EMNLP # optim-adam, reg-decay, arch-lstm, arch-cnn, pre-glove, task-textclass 0 Learning Only from Relevant Keywords and Unlabeled Documents Nontawat Charoenphakdee, Jongyeong Lee, Yiping Jin, Dittaya Wanvarie, Masashi Sugiyama https://www.aclweb.org/anthology/D19-1411.pdf
2019 EMNLP # optim-sgd, reg-dropout, reg-decay, arch-rnn, arch-lstm, arch-bilstm, arch-att, task-lm, task-seq2seq 3 Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training Hila Gonen, Yoav Goldberg https://www.aclweb.org/anthology/D19-1427.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, meta-arch 0 Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition Yufan Jiang, Chi Hu, Tong Xiao, Chunliang Zhang, Jingbo Zhu https://www.aclweb.org/anthology/D19-1367.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, norm-layer, train-mll, train-parallel, arch-rnn, arch-att, arch-subword, arch-transformer, search-greedy, search-beam, pre-bert, task-lm, task-seq2seq, task-cloze 2 Mask-Predict: Parallel Decoding of Conditional Masked Language Models Marjan Ghazvininejad, Omer Levy, Yinhan Liu, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1633.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-adadelta, reg-decay, arch-lstm, arch-recnn, arch-treelstm, arch-att, arch-coverage, search-beam, pre-glove, struct-cfg, nondif-reinforce, latent-vae, task-textpair, task-lm, task-condlm 5 Cooperative Learning of Disjoint Syntax and Semantics Serhii Havrylov, Germán Kruszewski, Armand Joulin https://www.aclweb.org/anthology/N19-1115.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, search-beam, task-spanlab, task-seq2seq 0 Online Distilling from Checkpoints for Neural Machine Translation Hao-Ran Wei, Shujian Huang, Ran Wang, Xin-yu Dai, Jiajun Chen https://www.aclweb.org/anthology/N19-1192.pdf
2019 NAA-CL # optim-adam, reg-stopping, reg-decay, train-active, arch-lstm, pre-word2vec, latent-vae, task-textclass, task-seqlab 0 Modelling Instance-Level Annotator Reliability for Natural Language Labelling Tasks Maolin Li, Arvid Fahlström Myrman, Tingting Mu, Sophia Ananiadou https://www.aclweb.org/anthology/N19-1295.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, norm-batch, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-memo, arch-subword, search-beam, task-lm, task-seq2seq 23 Pre-training on high-resource speech recognition improves low-resource speech-to-text translation Sameer Bansal, Herman Kamper, Karen Livescu, Adam Lopez, Sharon Goldwater https://www.aclweb.org/anthology/N19-1006.pdf
2019 NAA-CL # optim-sgd, optim-projection, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq 2 Knowledge-Augmented Language Model and Its Application to Unsupervised Named-Entity Recognition Angli Liu, Jingfei Du, Veselin Stoyanov https://www.aclweb.org/anthology/N19-1117.pdf
2019 NAA-CL # optim-adadelta, reg-decay, train-mtl, arch-rnn, arch-att, pre-word2vec, struct-crf, latent-vae, latent-topic, task-textclass, task-relation 0 A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification Ziqian Zeng, Wenxuan Zhou, Xin Liu, Yangqiu Song https://www.aclweb.org/anthology/N19-1036.pdf
2019 NAA-CL # reg-dropout, reg-decay, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-tree 20 Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data Wei Zhao, Liang Wang, Kewei Shen, Ruoyu Jia, Jingming Liu https://www.aclweb.org/anthology/N19-1014.pdf
2019 NAA-CL # optim-adam, reg-decay, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-selfatt, comb-ensemble, pre-glove 0 On Knowledge distillation from complex networks for response prediction Siddhartha Arora, Mitesh M. Khapra, Harish G. Ramaswamy https://www.aclweb.org/anthology/N19-1382.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-skipthought, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze 3209 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova https://www.aclweb.org/anthology/N19-1423.pdf