Year	Conf.	Topic	Cited	Paper	Authors	Url
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-coverage, arch-energy, comb-ensemble, search-beam, task-seq2seq, task-relation, task-tree	2	Multi-Task Semantic Dependency Parsing with Policy Gradient for Learning Easy-First Strategies	Shuhei Kurita, Anders Søgaard	https://www.aclweb.org/anthology/P19-1232.pdf
2019	ACL	# optim-adam, reg-dropout, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-energy, search-viterbi, struct-crf, latent-topic, task-seqlab, task-lm	1	DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction	Huaishao Luo, Tianrui Li, Bing Liu, Junbo Zhang	https://www.aclweb.org/anthology/P19-1056.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-energy, arch-transformer, search-beam, task-seq2seq	2	Self-Attentional Models for Lattice Inputs	Matthias Sperber, Graham Neubig, Ngoc-Quan Pham, Alex Waibel	https://www.aclweb.org/anthology/P19-1115.pdf
2019	ACL	# optim-adam, optim-adadelta, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gnn, arch-att, arch-energy, search-beam, pre-glove, struct-crf, nondif-minrisk, task-textclass, task-seq2seq	3	Joint Type Inference on Entities and Relations via Graph Convolutional Networks	Changzhi Sun, Yeyun Gong, Yuanbin Wu, Ming Gong, Daxin Jiang, Man Lan, Shiliang Sun, Nan Duan	https://www.aclweb.org/anthology/P19-1131.pdf
2019	ACL	# 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	# optim-adam, init-glorot, reg-norm, arch-cnn, arch-att, arch-energy, pre-glove	0	Unsupervised Information Extraction: Regularizing Discriminative Approaches with Relation Distribution Losses	Étienne Simon, Vincent Guigue, Benjamin Piwowarski	https://www.aclweb.org/anthology/P19-1133.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	# optim-adam, arch-att, arch-selfatt, arch-energy, pre-bert, task-spanlab	4	Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering	Zhiguo Wang, Patrick Ng, Xiaofei Ma, Ramesh Nallapati, Bing Xiang	https://www.aclweb.org/anthology/D19-1599.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-energy, search-sampling, pre-glove, struct-crf, task-textpair, task-lm, task-condlm, task-seq2seq	0	Autoregressive Text Generation Beyond Feedback Loops	Florian Schmidt, Stephan Mandt, Thomas Hofmann	https://www.aclweb.org/anthology/D19-1338.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	# arch-rnn, arch-lstm, arch-coverage, arch-energy, struct-crf, task-seq2seq	1	Lost in Interpretation: Predicting Untranslated Terminology in Simultaneous Interpretation	Nikolai Vogler, Craig Stewart, Graham Neubig	https://www.aclweb.org/anthology/N19-1010.pdf
2019	NAA-CL	# optim-adam, reg-dropout, norm-gradient, train-mll, train-augment, arch-rnn, arch-lstm, arch-att, arch-energy, task-condlm, task-seq2seq, task-relation	7	A Simple Joint Model for Improved Contextual Neural Lemmatization	Chaitanya Malaviya, Shijie Wu, Ryan Cotterell	https://www.aclweb.org/anthology/N19-1155.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-att, arch-energy, search-beam, struct-crf, struct-cfg, loss-nce, task-condlm, task-seq2seq, task-relation	0	An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search	Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick	https://www.aclweb.org/anthology/N19-1171.pdf