Year	Conf.	Topic	Cited	Paper	Authors	Url
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-residual, arch-gating, arch-subword, arch-transformer, comb-ensemble, search-beam, task-textclass, task-seq2seq	1	Depth Growing for Neural Machine Translation	Lijun Wu, Yiren Wang, Yingce Xia, Fei Tian, Fei Gao, Tao Qin, Jianhuang Lai, Tie-Yan Liu	https://www.aclweb.org/anthology/P19-1558.pdf
2019	ACL	# optim-adadelta, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gating, search-beam, search-viterbi, pre-elmo	0	Improving Open Information Extraction via Iterative Rank-Aware Learning	Zhengbao Jiang, Pengcheng Yin, Graham Neubig	https://www.aclweb.org/anthology/P19-1523.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	# 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, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-gating, arch-transformer, comb-ensemble, search-beam, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq	5	Multi-style Generative Reading Comprehension	Kyosuke Nishida, Itsumi Saito, Kosuke Nishida, Kazutoshi Shinoda, Atsushi Otsuka, Hisako Asano, Junji Tomita	https://www.aclweb.org/anthology/P19-1220.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-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab	3	Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension	Yichen Jiang, Nitish Joshi, Yen-Chun Chen, Mohit Bansal	https://www.aclweb.org/anthology/P19-1261.pdf
2019	ACL	# optim-adagrad, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-memo, arch-transformer, pre-glove, pre-skipthought, task-textpair, task-lm, task-seq2seq	0	You Only Need Attention to Traverse Trees	Mahtab Ahmed, Muhammad Rifayat Samee, Robert E. Mercer	https://www.aclweb.org/anthology/P19-1030.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	# optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-gcnn, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-transformer, task-lm, task-seq2seq, task-alignment, meta-arch	1	Improving Neural Language Models by Segmenting, Attending, and Predicting the Future	Hongyin Luo, Lan Jiang, Yonatan Belinkov, James Glass	https://www.aclweb.org/anthology/P19-1144.pdf
2019	ACL	# optim-adam, reg-stopping, norm-gradient, train-mtl, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-gating, task-seq2seq, task-relation, task-tree	3	Symbolic Inductive Bias for Visually Grounded Learning of Spoken Language	Grzegorz Chrupała	https://www.aclweb.org/anthology/P19-1647.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	# optim-sgd, optim-adam, init-glorot, reg-dropout, reg-patience, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-gating, search-viterbi, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq	1	Sentiment Tagging with Partial Labels using Modular Architectures	Xiao Zhang, Dan Goldwasser	https://www.aclweb.org/anthology/P19-1055.pdf
2019	EMNLP	# arch-gating, task-textpair, task-spanlab	0	Redcoat: A Collaborative Annotation Tool for Hierarchical Entity Typing	Michael Stewart, Wei Liu, Rachel Cardell-Oliver	https://www.aclweb.org/anthology/D19-3033.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, 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	# optim-projection, reg-dropout, train-mtl, train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-memo, arch-coverage, arch-transformer, pre-bert	1	Different Absorption from the Same Sharing: Sifted Multi-task Learning for Fake News Detection	Lianwei Wu, Yuan Rao, Haolin Jin, Ambreen Nazir, Ling Sun	https://www.aclweb.org/anthology/D19-1471.pdf
2019	EMNLP	# train-transfer, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-transformer, pre-bert	0	Humor Detection: A Transformer Gets the Last Laugh	Orion Weller, Kevin Seppi	https://www.aclweb.org/anthology/D19-1372.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-sgd, optim-adam, train-mll, arch-cnn, arch-att, arch-gating, arch-coverage, arch-transformer, pre-bert, loss-margin, task-textpair, task-seqlab, task-lm, task-seq2seq	0	Aligning Cross-Lingual Entities with Multi-Aspect Information	Hsiu-Wei Yang, Yanyan Zou, Peng Shi, Wei Lu, Jimmy Lin, Xu Sun	https://www.aclweb.org/anthology/D19-1451.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-adam, train-mll, arch-lstm, arch-gating, pre-glove, loss-margin, task-seq2seq	0	Jointly Learning Entity and Relation Representations for Entity Alignment	Yuting Wu, Xiao Liu, Yansong Feng, Zheng Wang, Dongyan Zhao	https://www.aclweb.org/anthology/D19-1023.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	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-seq2seq, meta-arch	1	NeuronBlocks: Building Your NLP DNN Models Like Playing Lego	Ming Gong, Linjun Shou, Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang	https://www.aclweb.org/anthology/D19-3028.pdf
2019	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, 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, 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-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq	4	Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension	Yichong Xu, Xiaodong Liu, Yelong Shen, Jingjing Liu, Jianfeng Gao	https://www.aclweb.org/anthology/N19-1271.pdf