Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-transformer, nondif-reinforce, task-relation, task-tree 0 AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing Xiang Zhang, Shizhu He, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/P19-1418.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-cnn, arch-att, arch-coverage, nondif-reinforce, task-seq2seq 1 DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation Extraction Shun Zheng, Xu Han, Yankai Lin, Peilin Yu, Lu Chen, Ling Huang, Zhiyuan Liu, Wei Xu https://www.aclweb.org/anthology/P19-1137.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 # 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 # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, nondif-straightthrough, nondif-reinforce, latent-vae, task-textclass, task-textpair, task-lm 3 Interpretable Neural Predictions with Differentiable Binary Variables Joost Bastings, Wilker Aziz, Ivan Titov https://www.aclweb.org/anthology/P19-1284.pdf
2019 ACL # train-transfer, arch-rnn, arch-lstm, arch-att, search-beam, nondif-reinforce, loss-nce, task-seq2seq, task-tree 0 Unified Semantic Parsing with Weak Supervision Priyanka Agrawal, Ayushi Dalmia, Parag Jain, Abhishek Bansal, Ashish Mittal, Karthik Sankaranarayanan https://www.aclweb.org/anthology/P19-1473.pdf
2019 ACL # optim-sgd, arch-lstm, arch-att, arch-memo, nondif-reinforce, task-lm 2 What Should I Ask? Using Conversationally Informative Rewards for Goal-oriented Visual Dialog. Pushkar Shukla, Carlos Elmadjian, Richika Sharan, Vivek Kulkarni, Matthew Turk, William Yang Wang https://www.aclweb.org/anthology/P19-1646.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-sgd, optim-adam, reg-dropout, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-att, nondif-reinforce, task-seq2seq 0 Historical Text Normalization with Delayed Rewards Simon Flachs, Marcel Bollmann, Anders Søgaard https://www.aclweb.org/anthology/P19-1157.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-lstm, arch-att, arch-coverage, search-beam, pre-word2vec, pre-bert, nondif-reinforce, latent-vae, task-seqlab, task-condlm, task-seq2seq, task-relation, task-tree, task-graph 0 Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning Tahira Naseem, Abhishek Shah, Hui Wan, Radu Florian, Salim Roukos, Miguel Ballesteros https://www.aclweb.org/anthology/P19-1451.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-vae, task-seq2seq 3 Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation Chenze Shao, Yang Feng, Jinchao Zhang, Fandong Meng, Xilin Chen, Jie Zhou https://www.aclweb.org/anthology/P19-1288.pdf
2019 ACL # optim-adam, init-glorot, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, search-greedy, nondif-reinforce, task-lm, task-condlm, task-seq2seq, task-alignment 0 Towards Comprehensive Description Generation from Factual Attribute-value Tables Tianyu Liu, Fuli Luo, Pengcheng Yang, Wei Wu, Baobao Chang, Zhifang Sui https://www.aclweb.org/anthology/P19-1600.pdf
2019 ACL # optim-sgd, optim-adam, reg-patience, train-mtl, arch-lstm, arch-att, arch-copy, search-beam, nondif-reinforce, task-lm, task-seq2seq, task-tree, task-graph 1 Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization Hai Ye, Wenjie Li, Lu Wang https://www.aclweb.org/anthology/P19-1201.pdf
2019 ACL # optim-adam, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-bilinear, pre-bert, nondif-minrisk, nondif-reinforce, loss-nce, task-spanlab, task-lm, task-relation 7 Entity-Relation Extraction as Multi-Turn Question Answering Xiaoya Li, Fan Yin, Zijun Sun, Xiayu Li, Arianna Yuan, Duo Chai, Mingxin Zhou, Jiwei Li https://www.aclweb.org/anthology/P19-1129.pdf
2019 ACL # optim-adam, optim-projection, arch-att, arch-selfatt, arch-transformer, search-beam, nondif-reinforce, task-seq2seq 0 Look Harder: A Neural Machine Translation Model with Hard Attention Sathish Reddy Indurthi, Insoo Chung, Sangha Kim https://www.aclweb.org/anthology/P19-1290.pdf
2019 ACL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-att, nondif-reinforce, task-lm, task-condlm, task-seq2seq 0 Show, Describe and Conclude: On Exploiting the Structure Information of Chest X-ray Reports Baoyu Jing, Zeya Wang, Eric Xing https://www.aclweb.org/anthology/P19-1657.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-copy, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-topic, task-condlm, task-seq2seq 2 Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards Hou Pong Chan, Wang Chen, Lu Wang, Irwin King https://www.aclweb.org/anthology/P19-1208.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, nondif-reinforce, task-spanlab 1 Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming Data Moonsu Han, Minki Kang, Hyunwoo Jung, Sung Ju Hwang https://www.aclweb.org/anthology/P19-1434.pdf
2019 ACL # arch-lstm, arch-bilstm, arch-att, arch-selfatt, struct-crf, nondif-reinforce, task-seqlab, task-condlm 0 A Prism Module for Semantic Disentanglement in Name Entity Recognition Kun Liu, Shen Li, Daqi Zheng, Zhengdong Lu, Sheng Gao, Si Li https://www.aclweb.org/anthology/P19-1532.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, nondif-reinforce, task-textclass, task-seq2seq, task-tree 0 Automatically Learning Data Augmentation Policies for Dialogue Tasks Tong Niu, Mohit Bansal https://www.aclweb.org/anthology/D19-1132.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-cnn, arch-att, arch-memo, search-beam, search-viterbi, nondif-reinforce, latent-vae, task-seq2seq 0 Low-Resource Response Generation with Template Prior Ze Yang, Wei Wu, Jian Yang, Can Xu, Zhoujun Li https://www.aclweb.org/anthology/D19-1197.pdf
2019 EMNLP # reg-dropout, arch-lstm, nondif-reinforce, task-seq2seq, meta-init 0 Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations Xin Lv, Yuxian Gu, Xu Han, Lei Hou, Juanzi Li, Zhiyuan Liu https://www.aclweb.org/anthology/D19-1334.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, search-beam, nondif-reinforce, task-lm, task-condlm 1 Improving Generative Visual Dialog by Answering Diverse Questions Vishvak Murahari, Prithvijit Chattopadhyay, Dhruv Batra, Devi Parikh, Abhishek Das https://www.aclweb.org/anthology/D19-1152.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-subword, nondif-reinforce, latent-vae, task-extractive, task-condlm, task-seq2seq 0 Select and Attend: Towards Controllable Content Selection in Text Generation Xiaoyu Shen, Jun Suzuki, Kentaro Inui, Hui Su, Dietrich Klakow, Satoshi Sekine https://www.aclweb.org/anthology/D19-1054.pdf
2019 EMNLP # optim-adam, optim-adadelta, optim-projection, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, search-greedy, search-beam, pre-elmo, pre-bert, nondif-reinforce, task-textpair, task-seqlab, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering Shiyue Zhang, Mohit Bansal https://www.aclweb.org/anthology/D19-1253.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, pre-glove, pre-bert, nondif-reinforce, task-textclass, task-seq2seq, task-relation, task-tree 0 A Split-and-Recombine Approach for Follow-up Query Analysis Qian Liu, Bei Chen, Haoyan Liu, Jian-Guang Lou, Lei Fang, Bin Zhou, Dongmei Zhang https://www.aclweb.org/anthology/D19-1535.pdf
2019 EMNLP # nondif-reinforce 4 Emergent Linguistic Phenomena in Multi-Agent Communication Games Laura Harding Graesser, Kyunghyun Cho, Douwe Kiela https://www.aclweb.org/anthology/D19-1384.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, arch-copy, nondif-minrisk, nondif-reinforce, task-seq2seq 0 Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning Xiangrong Zeng, Shizhu He, Daojian Zeng, Kang Liu, Shengping Liu, Jun Zhao https://www.aclweb.org/anthology/D19-1035.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, nondif-reinforce 0 Learning Dynamic Context Augmentation for Global Entity Linking Xiyuan Yang, Xiaotao Gu, Sheng Lin, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren https://www.aclweb.org/anthology/D19-1026.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-adagrad, arch-rnn, arch-lstm, arch-att, arch-copy, pre-bert, nondif-reinforce, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 1 Answers Unite! Unsupervised Metrics for Reinforced Summarization Models Thomas Scialom, Sylvain Lamprier, Benjamin Piwowarski, Jacopo Staiano https://www.aclweb.org/anthology/D19-1320.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-att, arch-memo, arch-subword, search-beam, pre-glove, pre-bert, nondif-reinforce, task-lm, task-seq2seq 0 Recommendation as a Communication Game: Self-Supervised Bot-Play for Goal-oriented Dialogue Dongyeop Kang, Anusha Balakrishnan, Pararth Shah, Paul Crook, Y-Lan Boureau, Jason Weston https://www.aclweb.org/anthology/D19-1203.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, pool-max, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, nondif-minrisk, nondif-reinforce, task-extractive, task-lm, task-seq2seq 0 Clickbait? Sensational Headline Generation with Auto-tuned Reinforcement Learning Peng Xu, Chien-Sheng Wu, Andrea Madotto, Pascale Fung https://www.aclweb.org/anthology/D19-1303.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-coverage, search-beam, nondif-reinforce, task-spanlab, task-condlm, task-seq2seq 0 Let’s Ask Again: Refine Network for Automatic Question Generation Preksha Nema, Akash Kumar Mohankumar, Mitesh M. Khapra, Balaji Vasan Srinivasan, Balaraman Ravindran https://www.aclweb.org/anthology/D19-1326.pdf
2019 EMNLP # optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, nondif-reinforce 0 Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews Miao Fan, Chao Feng, Mingming Sun, Ping Li https://www.aclweb.org/anthology/D19-1177.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-gru, nondif-reinforce, task-seq2seq 3 EGG: a toolkit for research on Emergence of lanGuage in Games Eugene Kharitonov, Rahma Chaabouni, Diane Bouchacourt, Marco Baroni https://www.aclweb.org/anthology/D19-3010.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-cnn, arch-att, search-beam, nondif-reinforce, task-relation 0 Collaborative Policy Learning for Open Knowledge Graph Reasoning Cong Fu, Tong Chen, Meng Qu, Woojeong Jin, Xiang Ren https://www.aclweb.org/anthology/D19-1269.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, optim-projection, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, nondif-reinforce, loss-margin 0 Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning Heng Wang, Shuangyin Li, Rong Pan, Mingzhi Mao https://www.aclweb.org/anthology/D19-1264.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, comb-ensemble, search-beam, nondif-reinforce, task-lm, task-condlm, task-seq2seq 2 Countering Language Drift via Visual Grounding Jason Lee, Kyunghyun Cho, Douwe Kiela https://www.aclweb.org/anthology/D19-1447.pdf
2019 EMNLP # optim-adam, train-transfer, arch-lstm, arch-bilstm, arch-cnn, nondif-reinforce, adv-examp, task-textclass, task-seq2seq 0 Adversarial Reprogramming of Text Classification Neural Networks Paarth Neekhara, Shehzeen Hussain, Shlomo Dubnov, Farinaz Koushanfar https://www.aclweb.org/anthology/D19-1525.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, reg-norm, arch-lstm, arch-att, arch-memo, nondif-reinforce, latent-topic 0 Human-Like Decision Making: Document-level Aspect Sentiment Classification via Hierarchical Reinforcement Learning Jingjing Wang, Changlong Sun, Shoushan Li, Jiancheng Wang, Luo Si, Min Zhang, Xiaozhong Liu, Guodong Zhou https://www.aclweb.org/anthology/D19-1560.pdf
2019 EMNLP # optim-adam, arch-att, arch-selfatt, arch-coverage, pre-bert, nondif-reinforce, latent-vae, task-spanlab, task-tree 2 A Discrete Hard EM Approach for Weakly Supervised Question Answering Sewon Min, Danqi Chen, Hannaneh Hajishirzi, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1284.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 # reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, search-beam, pre-glove, nondif-reinforce, latent-vae, task-seq2seq, task-tree 4 UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering Zi-Yuan Chen, Chih-Hung Chang, Yi-Pei Chen, Jijnasa Nayak, Lun-Wei Ku https://www.aclweb.org/anthology/N19-1031.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, nondif-reinforce, task-seq2seq, task-tree 4 Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases Yu Chen, Lingfei Wu, Mohammed J. Zaki https://www.aclweb.org/anthology/N19-1299.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, nondif-reinforce, latent-vae, task-seq2seq, task-tree 17 Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models Tiancheng Zhao, Kaige Xie, Maxine Eskenazi https://www.aclweb.org/anthology/N19-1123.pdf
2019 NAA-CL # reg-stopping, norm-gradient, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, nondif-reinforce, task-textpair, task-lm, task-condlm, task-seq2seq 0 Courteously Yours: Inducing courteous behavior in Customer Care responses using Reinforced Pointer Generator Network Hitesh Golchha, Mauajama Firdaus, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/N19-1091.pdf
2019 NAA-CL # optim-sgd, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, comb-ensemble, pre-glove, pre-elmo, pre-bert, struct-crf, nondif-reinforce, task-seq2seq, task-relation 7 Better, Faster, Stronger Sequence Tagging Constituent Parsers David Vilares, Mostafa Abdou, Anders Søgaard https://www.aclweb.org/anthology/N19-1341.pdf
2019 NAA-CL # arch-rnn, arch-gru, arch-cnn, arch-att, nondif-reinforce 0 Posterior-regularized REINFORCE for Instance Selection in Distant Supervision Qi Zhang, Siliang Tang, Xiang Ren, Fei Wu, Shiliang Pu, Yueting Zhuang https://www.aclweb.org/anthology/N19-1290.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-worddropout, norm-layer, arch-rnn, arch-lstm, arch-att, pre-glove, nondif-reinforce, latent-vae, task-lm, task-condlm, task-seq2seq, task-tree 4 SEQˆ3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression Christos Baziotis, Ion Androutsopoulos, Ioannis Konstas, Alexandros Potamianos https://www.aclweb.org/anthology/N19-1071.pdf