Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-labelsmooth, norm-batch, train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, task-seqlab, task-lm, task-seq2seq 1 Exploring Phoneme-Level Speech Representations for End-to-End Speech Translation Elizabeth Salesky, Matthias Sperber, Alan W Black https://www.aclweb.org/anthology/P19-1179.pdf
2019 ACL # optim-sgd, reg-dropout, reg-labelsmooth, train-mtl, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-transformer, comb-ensemble, search-beam, pre-bert, struct-cfg, task-textclass, task-lm, task-seq2seq, task-relation 1 Scalable Syntax-Aware Language Models Using Knowledge Distillation Adhiguna Kuncoro, Chris Dyer, Laura Rimell, Stephen Clark, Phil Blunsom https://www.aclweb.org/anthology/P19-1337.pdf
2019 ACL # reg-labelsmooth, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, latent-vae, task-seq2seq 4 Syntactically Supervised Transformers for Faster Neural Machine Translation Nader Akoury, Kalpesh Krishna, Mohit Iyyer https://www.aclweb.org/anthology/P19-1122.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, train-augment, arch-lstm, arch-att, arch-subword, arch-transformer, adv-examp, task-seq2seq 5 Robust Neural Machine Translation with Joint Textual and Phonetic Embedding Hairong Liu, Mingbo Ma, Liang Huang, Hao Xiong, Zhongjun He https://www.aclweb.org/anthology/P19-1291.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, train-transfer, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-greedy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree 1 Complex Question Decomposition for Semantic Parsing Haoyu Zhang, Jingjing Cai, Jianjun Xu, Ji Wang https://www.aclweb.org/anthology/P19-1440.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-coverage, comb-ensemble, pre-glove, task-tree 0 Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader Wenhan Xiong, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/P19-1417.pdf
2019 ACL # reg-dropout, reg-worddropout, reg-labelsmooth, arch-att, arch-residual, arch-memo, arch-transformer, comb-ensemble, pre-bert, task-lm, task-seq2seq 0 Cross-Sentence Grammatical Error Correction Shamil Chollampatt, Weiqi Wang, Hwee Tou Ng https://www.aclweb.org/anthology/P19-1042.pdf
2019 ACL # reg-labelsmooth, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, search-beam, pre-word2vec, task-seqlab, task-seq2seq, task-relation 0 Poetry to Prose Conversion in Sanskrit as a Linearisation Task: A Case for Low-Resource Languages Amrith Krishna, Vishnu Sharma, Bishal Santra, Aishik Chakraborty, Pavankumar Satuluri, Pawan Goyal https://www.aclweb.org/anthology/P19-1111.pdf
2019 ACL # optim-amsgrad, init-glorot, reg-dropout, reg-labelsmooth, norm-gradient, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, arch-bilinear, search-beam, task-lm, task-condlm, task-seq2seq 0 Ordinal and Attribute Aware Response Generation in a Multimodal Dialogue System Hardik Chauhan, Mauajama Firdaus, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1540.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, task-extractive, task-seq2seq, task-tree 1 Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder Ryan Benmalek, Madian Khabsa, Suma Desu, Claire Cardie, Michele Banko https://www.aclweb.org/anthology/P19-1407.pdf
2019 ACL # optim-sgd, optim-projection, reg-dropout, reg-stopping, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, pre-bert, task-textclass, task-spanlab, task-lm, task-tree 5 Training Neural Response Selection for Task-Oriented Dialogue Systems Matthew Henderson, Ivan Vulić, Daniela Gerz, Iñigo Casanueva, Paweł Budzianowski, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrkšić, Pei-Hao Su https://www.aclweb.org/anthology/P19-1536.pdf
2019 ACL # optim-adam, optim-adadelta, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, arch-subword, pre-glove, pre-bert, struct-crf, task-seqlab, task-spanlab, task-lm, task-seq2seq 1 A Lightweight Recurrent Network for Sequence Modeling Biao Zhang, Rico Sennrich https://www.aclweb.org/anthology/P19-1149.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, 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, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-att, arch-subword, search-beam, task-seq2seq, task-alignment 10 Monotonic Infinite Lookback Attention for Simultaneous Machine Translation Naveen Arivazhagan, Colin Cherry, Wolfgang Macherey, Chung-Cheng Chiu, Semih Yavuz, Ruoming Pang, Wei Li, Colin Raffel https://www.aclweb.org/anthology/P19-1126.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, arch-lstm, arch-cnn, arch-att, arch-coverage, arch-transformer, latent-topic, task-seq2seq 3 Generating Summaries with Topic Templates and Structured Convolutional Decoders Laura Perez-Beltrachini, Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/P19-1504.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, reg-patience, reg-labelsmooth, norm-layer, arch-rnn, arch-att, arch-subword, arch-transformer, search-beam, task-seqlab, task-lm, task-seq2seq, task-alignment 5 Revisiting Low-Resource Neural Machine Translation: A Case Study Rico Sennrich, Biao Zhang https://www.aclweb.org/anthology/P19-1021.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-norm, reg-labelsmooth, train-mll, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-seqlab, task-seq2seq, task-relation 3 Leveraging Local and Global Patterns for Self-Attention Networks Mingzhou Xu, Derek F. Wong, Baosong Yang, Yue Zhang, Lidia S. Chao https://www.aclweb.org/anthology/P19-1295.pdf
2019 ACL # reg-labelsmooth, train-mll, arch-rnn, arch-att, arch-subword, nondif-minrisk, loss-margin, task-textpair, task-seq2seq 4 Beyond BLEU:Training Neural Machine Translation with Semantic Similarity John Wieting, Taylor Berg-Kirkpatrick, Kevin Gimpel, Graham Neubig https://www.aclweb.org/anthology/P19-1427.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-labelsmooth, arch-rnn, arch-att, arch-residual, arch-subword, arch-transformer, task-lm, task-seq2seq 2 Shared-Private Bilingual Word Embeddings for Neural Machine Translation Xuebo Liu, Derek F. Wong, Yang Liu, Lidia S. Chao, Tong Xiao, Jingbo Zhu https://www.aclweb.org/anthology/P19-1352.pdf
2019 ACL # optim-adam, optim-projection, reg-labelsmooth, train-transfer, activ-relu, pool-max, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, pre-glove, pre-bert, latent-topic, task-textpair, task-lm, task-seq2seq 2 Zero-shot Word Sense Disambiguation using Sense Definition Embeddings Sawan Kumar, Sharmistha Jat, Karan Saxena, Partha Talukdar https://www.aclweb.org/anthology/P19-1568.pdf
2019 ACL # optim-adam, optim-adagrad, reg-dropout, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-paravec, task-seq2seq 9 Hierarchical Transformers for Multi-Document Summarization Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/P19-1500.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 # reg-dropout, reg-labelsmooth, train-mtl, train-mll, train-augment, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, search-greedy, search-beam, pre-glove, pre-bert, task-seq2seq, task-relation, task-tree, task-graph 2 Broad-Coverage Semantic Parsing as Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/D19-1392.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, arch-att, arch-coverage, arch-subword, arch-transformer, search-beam, loss-nce, task-seqlab, task-seq2seq, task-tree 0 Improving Back-Translation with Uncertainty-based Confidence Estimation Shuo Wang, Yang Liu, Chao Wang, Huanbo Luan, Maosong Sun https://www.aclweb.org/anthology/D19-1073.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-stopping, reg-patience, reg-labelsmooth, train-mll, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-copy, arch-coverage, arch-subword, arch-transformer, comb-ensemble, search-beam, task-seqlab, task-seq2seq 0 Deep Copycat Networks for Text-to-Text Generation Julia Ive, Pranava Madhyastha, Lucia Specia https://www.aclweb.org/anthology/D19-1318.pdf
2019 EMNLP # reg-dropout, reg-labelsmooth, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, task-textclass, task-lm, task-seq2seq 3 Towards Linear Time Neural Machine Translation with Capsule Networks Mingxuan Wang https://www.aclweb.org/anthology/D19-1074.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, train-mll, train-transfer, arch-lstm, task-lm, task-seq2seq, task-relation 0 Cross-lingual Transfer Learning with Data Selection for Large-Scale Spoken Language Understanding Quynh Do, Judith Gaspers https://www.aclweb.org/anthology/D19-1153.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, norm-batch, norm-gradient, pool-max, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-cloze, task-relation 2 FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Xuezhe Ma, Chunting Zhou, Xian Li, Graham Neubig, Eduard Hovy https://www.aclweb.org/anthology/D19-1437.pdf
2019 EMNLP # optim-adam, reg-labelsmooth, arch-lstm, arch-att, arch-selfatt, arch-transformer, latent-vae, task-spanlab, task-seq2seq, task-alignment 1 Hint-Based Training for Non-Autoregressive Machine Translation Zhuohan Li, Zi Lin, Di He, Fei Tian, Tao Qin, Liwei Wang, Tie-Yan Liu https://www.aclweb.org/anthology/D19-1573.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, norm-gradient, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, search-beam, pre-bert, task-lm, task-seq2seq 2 Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention Biao Zhang, Ivan Titov, Rico Sennrich https://www.aclweb.org/anthology/D19-1083.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-subword, arch-transformer, search-beam, pre-elmo, pre-bert, latent-vae, task-seqlab, task-extractive, task-lm, task-seq2seq, task-cloze 6 Text Summarization with Pretrained Encoders Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/D19-1387.pdf
2019 EMNLP # optim-projection, reg-dropout, reg-labelsmooth, arch-rnn, arch-gru, pre-elmo, task-seq2seq 0 Deep Ordinal Regression for Pledge Specificity Prediction Shivashankar Subramanian, Trevor Cohn, Timothy Baldwin https://www.aclweb.org/anthology/D19-1182.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, train-transfer, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq 7 Non-Parametric Adaptation for Neural Machine Translation Ankur Bapna, Orhan Firat https://www.aclweb.org/anthology/N19-1191.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-elmo, task-textclass, task-lm, task-seq2seq 10 Pre-trained language model representations for language generation Sergey Edunov, Alexei Baevski, Michael Auli https://www.aclweb.org/anthology/N19-1409.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-residual, arch-coverage, arch-subword, arch-transformer, task-seq2seq 9 Selective Attention for Context-aware Neural Machine Translation Sameen Maruf, André F. T. Martins, Gholamreza Haffari https://www.aclweb.org/anthology/N19-1313.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-fasttext, latent-vae, task-extractive, task-seq2seq 9 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks Byeongchang Kim, Hyunwoo Kim, Gunhee Kim https://www.aclweb.org/anthology/N19-1260.pdf
2019 NAA-CL # optim-adam, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-batch, arch-cnn, arch-att, arch-bilinear, task-textpair 2 Adaptive Convolution for Multi-Relational Learning Xiaotian Jiang, Quan Wang, Bin Wang https://www.aclweb.org/anthology/N19-1103.pdf