Seq2Seq Explained | Papers With Code

Sequence to Sequence

Introduced by Sutskever et al. in Sequence to Sequence Learning with Neural Networks

Seq2Seq, or Sequence To Sequence, is a model used in sequence prediction tasks, such as language modelling and machine translation. The idea is to use one LSTM, the encoder, to read the input sequence one timestep at a time, to obtain a large fixed dimensional vector representation (a context vector), and then to use another LSTM, the decoder, to extract the output sequence from that vector. The second LSTM is essentially a recurrent neural network language model except that it is conditioned on the input sequence.

(Note that this page refers to the original seq2seq not general sequence-to-sequence models)

Source: Sequence to Sequence Learning with Neural Networks

Paper

Latest Papers

PAPER	DATE
Urban Traffic Flow Forecast Based on FastGCRNN Ya Zhang • Mingming Lu • Haifeng Li	2020-09-17
A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning \| Yichi Zhang • Zhijian Ou • Huixin Wang • Junlan Feng	2020-09-17
Graph-to-Sequence Neural Machine Translation Sufeng Duan • Hai Zhao • Rui Wang	2020-09-16
Minimize Exposure Bias of Seq2Seq Models in Joint Entity and Relation Extraction Haoran Zhang • Qianying Liu • Aysa Xuemo Fan • Heng Ji • Daojian Zeng • Fei Cheng • Daisuke Kawahara • Sadao Kurohashi	2020-09-16
Composing Answer from Multi-spans for Reading Comprehension Zhuosheng Zhang • Yiqing Zhang • Hai Zhao • Xi Zhou • Xiang Zhou	2020-09-14
Span-based Semantic Parsing for Compositional Generalization Jonathan Herzig • Jonathan Berant	2020-09-13
Central Yup'ik and Machine Translation of Low-Resource Polysynthetic Languages Christopher Liu • Laura Dominé • Kevin Chavez • Richard Socher	2020-09-09
Any-to-Many Voice Conversion with Location-Relative Sequence-to-Sequence Modeling Songxiang Liu • Yuewen Cao • Disong Wang • Xixin Wu • Xunying Liu • Helen Meng	2020-09-06
Linguistically inspired morphological inflection with a sequence to sequence model Eleni Metheniti • Guenter Neumann • Josef van Genabith	2020-09-04
KILT: a Benchmark for Knowledge Intensive Language Tasks Fabio Petroni • Aleksandra Piktus • Angela Fan • Patrick Lewis • Majid Yazdani • Nicola De Cao • James Thorne • Yacine Jernite • Vassilis Plachouras • Tim Rocktäschel • Sebastian Riedel	2020-09-04
Groove2Groove: One-Shot Music Style Transfer with Supervision from Synthetic Data \| Ondřej Cífka • Umut Şimşekli • Gaël Richard	2020-08-26
WSRNet: Joint Spotting and Recognition of Handwritten Words George Retsinas • Giorgos Sfikas • Petros Maragos	2020-08-17
Topic Adaptation and Prototype Encoding for Few-Shot Visual Storytelling Jiacheng Li • Siliang Tang • Juncheng Li • Jun Xiao • Fei Wu • Shiliang Pu • Yueting Zhuang	2020-08-11
Distilling the Knowledge of BERT for Sequence-to-Sequence ASR \| Hayato Futami • Hirofumi Inaguma • Sei Ueno • Masato Mimura • Shinsuke Sakai • Tatsuya Kawahara	2020-08-09
Pretraining Techniques for Sequence-to-Sequence Voice Conversion Wen-Chin Huang • Tomoki Hayashi • Yi-Chiao Wu • Hirokazu Kameoka • Tomoki Toda	2020-08-07
Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning Jin Wang • Jia Hu • Geyong Min • Albert Y. Zomaya • Nektarios Georgalas	2020-08-05
AARSynth: App-Aware Response Synthesis for User Reviews Umar Farooq • A. B. Siddique • Fuad Jamour • Zhijia Zhao • Vagelis Hristidis	2020-07-31
Semi-Supervised Learning with Data Augmentation for End-to-End ASR Felix Weninger • Franco Mana • Roberto Gemello • Jesús Andrés-Ferrer • Puming Zhan	2020-07-27
Unsupervised anomaly detection for discrete sequence healthcare data Victoria Snorovikhina • Alexey Zaytsev	2020-07-20
Translation Between Waves, wave2wave Tsuyoshi Okita • Hirotaka Hachiya • Sozo Inoue • Naonori Ueda	2020-07-20
Investigation of Sentiment Controllable Chatbot Hung-yi Lee • Cheng-Hao Ho • Chien-Fu Lin • Chiung-Chih Chang • Chih-Wei Lee • Yau-Shian Wang • Tsung-Yuan Hsu • Kuan-Yu Chen	2020-07-11
Simple and Effective Retrieve-Edit-Rerank Text Generation Nabil Hossain • Marjan Ghazvininejad • Luke Zettlemoyer	2020-07-01
Building a Japanese Typo Dataset from Wikipedia's Revision History Yu Tanaka • Yugo Murawaki • Daisuke Kawahara • Sadao Kurohashi	2020-07-01
Data Augmentation for Transformer-based G2P Zach Ryan • Mans Hulden	2020-07-01
What they do when in doubt: a study of inductive biases in seq2seq learners \| Eugene Kharitonov • Rahma Chaabouni	2020-06-26
Seq2Seq and Joint Learning Based Unix Command Line Prediction System \| Thoudam Doren Singh • Abdullah Faiz Ur Rahman Khilji • Divyansha • Apoorva Vikram Singh • Surmila Thokchom • Sivaji Bandyopadhyay	2020-06-20
Cross-lingual Retrieval for Iterative Self-Supervised Training Chau Tran • Yuqing Tang • Xian Li • Jiatao Gu	2020-06-16
Dance Revolution: Long Sequence Dance Generation with Music via Curriculum Learning \| Ruozi Huang • Huang Hu • Wei Wu • Kei Sawada • Mi Zhang	2020-06-11
An Augmented Translation Technique for low Resource language pair: Sanskrit to Hindi translation Rashi Kumar • Piyush Jha • Vineet Sahula	2020-06-09
Copy that! Editing Sequences by Copying Spans Sheena Panthaplackel • Miltiadis Allamanis • Marc Brockschmidt	2020-06-08
Policy-Driven Neural Response Generation for Knowledge-Grounded Dialogue Systems Behnam Hedayatnia • Karthik Gopalakrishnan • Seokhwan Kim • Yang Liu • Mihail Eric • Dilek Hakkani-Tur	2020-05-26
Deep Learning Models for Automatic Summarization Pirmin Lemberger	2020-05-25
Stronger Baselines for Grammatical Error Correction Using Pretrained Encoder-Decoder Model Satoru Katsumata • Mamoru Komachi	2020-05-24
Investigating Label Bias in Beam Search for Open-ended Text Generation Liang Wang • Jinlong Liu • Jingming Liu	2020-05-22
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks Patrick Lewis • Ethan Perez • Aleksandara Piktus • Fabio Petroni • Vladimir Karpukhin • Naman Goyal • Heinrich Küttler • Mike Lewis • Wen-tau Yih • Tim Rocktäschel • Sebastian Riedel • Douwe Kiela	2020-05-22
Fluent Response Generation for Conversational Question Answering \| Ashutosh Baheti • Alan Ritter • Kevin Small	2020-05-21
Bridging the Gap Between Training and Inference for Spatio-Temporal Forecasting Hong-Bin Liu • Ickjai Lee	2020-05-19
P-SIF: Document Embeddings Using Partition Averaging \| Vivek Gupta • Ankit Saw • Pegah Nokhiz • Praneeth Netrapalli • Piyush Rai • Partha Talukdar	2020-05-18
Neural CRF Model for Sentence Alignment in Text Simplification Chao Jiang • Mounica Maddela • Wuwei Lan • Yang Zhong • Wei Xu	2020-05-05
Exploring Contextual Word-level Style Relevance for Unsupervised Style Transfer Chulun Zhou • Liangyu Chen • Jiachen Liu • Xinyan Xiao • Jinsong Su • Sheng Guo • Hua Wu	2020-05-05
A Gradient Boosting-Seq2Seq System for Latin POS Tagging and Lemmatization Celano Giuseppe	2020-05-01
Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problem Shucheng Li • Lingfei Wu • Shiwei Feng • Fangli Xu • Fengyuan Xu • Sheng Zhong	2020-04-07
Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency \| Xinglei Wang • Xuefeng Guan • Jun Cao • Na Zhang • Huayi Wu	2020-04-06
STEP: Sequence-to-Sequence Transformer Pre-training for Document Summarization Yanyan Zou • Xingxing Zhang • Wei Lu • Furu Wei • Ming Zhou	2020-04-04
Felix: Flexible Text Editing Through Tagging and Insertion Jonathan Mallinson • Aliaksei Severyn • Eric Malmi • Guillermo Garrido	2020-03-24
Recovery command generation towards automatic recovery in ICT systems by Seq2Seq learning Hiroki Ikeuchi • Akio Watanabe • Tsutomu Hirao • Makoto Morishita • Masaaki Nishino • Yoichi Matsuo • Keishiro Watanabe	2020-03-24
SeqXY2SeqZ: Structure Learning for 3D Shapes by Sequentially Predicting 1D Occupancy Segments From 2D Coordinates Zhizhong Han • Guanhui Qiao • Yu-Shen Liu • Matthias Zwicker	2020-03-12
Pseudo-Convolutional Policy Gradient for Sequence-to-Sequence Lip-Reading Mingshuang Luo • Shuang Yang • Shiguang Shan • Xilin Chen # 5 LIPREADING ON LRW-1000	2020-03-09
Data Augmentation using Pre-trained Transformer Models \| Varun Kumar • Ashutosh Choudhary • Eunah Cho	2020-03-04
Sparse Sinkhorn Attention \| Yi Tay • Dara Bahri • Liu Yang • Donald Metzler • Da-Cheng Juan	2020-02-26
Guider l'attention dans les modeles de sequence a sequence pour la prediction des actes de dialogue Pierre Colombo • Emile Chapuis • Matteo Manica • Emmanuel Vignon • Giovanna Varni • Chloe Clavel	2020-02-21
Imputer: Sequence Modelling via Imputation and Dynamic Programming \| William Chan • Chitwan Saharia • Geoffrey Hinton • Mohammad Norouzi • Navdeep Jaitly	2020-02-20
Guiding attention in Sequence-to-sequence models for Dialogue Act prediction Pierre Colombo • Emile Chapuis • Matteo Manica • Emmanuel Vignon • Giovanna Varni • Chloe Clavel	2020-02-20
Evaluating Sequence-to-Sequence Learning Models for If-Then Program Synthesis Dhairya Dalal • Byron V. Galbraith	2020-02-10
Syntactically Look-Ahead Attention Network for Sentence Compression \| Hidetaka Kamigaito • Manabu Okumura # 1 SENTENCE COMPRESSION ON GOOGLE DATASET	2020-02-04
Pseudo-Bidirectional Decoding for Local Sequence Transduction Wangchunshu Zhou • Tao Ge • Ke Xu	2020-01-31
Audio-Visual Decision Fusion for WFST-based and seq2seq Models Rohith Aralikatti • Sharad Roy • Abhinav Thanda • Dilip Kumar Margam • Pujitha Appan Kandala • Tanay Sharma • Shankar M Venkatesan	2020-01-29
A Study of Pyramid Structure for Code Correction Shan Huang • Xiao Zhou • Sang Chin	2020-01-28
Fact-aware Sentence Split and Rephrase with Permutation Invariant Training Yinuo Guo • Tao Ge • Furu Wei	2020-01-16
Physical-Virtual Collaboration Modeling for Intra-and Inter-Station Metro Ridership Prediction \| Lingbo Liu • Jingwen Chen • Hefeng Wu • Jiajie Zhen • Guanbin Li • Liang Lin	2020-01-14
Visual Storytelling via Predicting Anchor Word Embeddings in the Stories Bowen Zhang • Hexiang Hu • Fei Sha	2020-01-13
City Metro Network Expansion with Reinforcement Learning Anonymous	2020-01-01
Copy That! Editing Sequences by Copying Spans Anonymous	2020-01-01
Hierarchical Summary-to-Article Generation Anonymous	2020-01-01
Structural Language Models for Any-Code Generation Anonymous	2020-01-01
Translation Between Waves, wave2wave Tsuyoshi Okita • Hirotaka Hachiya • Sozo Inoue • Naonori Ueda	2020-01-01
Parallel Neural Text-to-Speech Kainan Peng • Wei Ping • Zhao Song • Kexin Zhao	2020-01-01
Natural- to formal-language generation using Tensor Product Representations Anonymous	2020-01-01
OTEANN: Estimating the Transparency of Orthographies with an Artificial Neural Network \| Xavier Marjou	2019-12-31
Distributional Reinforcement Learning for Energy-Based Sequential Models Tetiana Parshakova • Jean-Marc Andreoli • Marc Dymetman	2019-12-18
In Nomine Function: Naming Functions in Stripped Binaries with Neural Networks Fiorella Artuso • Giuseppe Antonio Di Luna • Luca Massarelli • Leonardo Querzoni	2019-12-17
Seq2seq Translation Model for Sequential Recommendation Ke Sun • Tieyun Qian	2019-12-16
Voice Transformer Network: Sequence-to-Sequence Voice Conversion Using Transformer with Text-to-Speech Pretraining Wen-Chin Huang • Tomoki Hayashi • Yi-Chiao Wu • Hirokazu Kameoka • Tomoki Toda	2019-12-14
Leveraging End-to-End Speech Recognition with Neural Architecture Search Ahmed Baruwa • Mojeed Abisiga • Ibrahim Gbadegesin • Afeez Fakunle	2019-12-11
Integrating Whole Context to Sequence-to-sequence Speech Recognition Ye Bai • Jiangyan Yi • Jianhua Tao • Zhengkun Tian • Zhengqi Wen • Shuai Zhang	2019-12-04
Learning Representations for Time Series Clustering \| Qianli Ma • Jiawei Zheng • Sen Li • Gary W. Cottrell	2019-12-01
HSCJN: A Holistic Semantic Constraint Joint Network for Diverse Response Generation Yiru Wang • Pengda Si • Zeyang Lei • Guangxu Xun • Yujiu Yang	2019-12-01
PQ-NET: A Generative Part Seq2Seq Network for 3D Shapes \| Rundi Wu • Yixin Zhuang • Kai Xu • Hao Zhang • Baoquan Chen	2019-11-25
Incorporating Textual Evidence in Visual Storytelling Tianyi Li • Sujian Li	2019-11-21
End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures \| Gabriel Synnaeve • Qiantong Xu • Jacob Kahn • Tatiana Likhomanenko • Edouard Grave • Vineel Pratap • Anuroop Sriram • Vitaliy Liptchinsky • Ronan Collobert # 3 SPEECH RECOGNITION ON LIBRISPEECH TEST-OTHER	2019-11-19
Classification as Decoder: Trading Flexibility for Control in Medical Dialogue Sam Shleifer • Manish Chablani • Anitha Kannan • Namit Katariya • Xavier Amatriain	2019-11-16
Emotional Voice Conversion using Multitask Learning with Text-to-speech Tae-Ho Kim • Sungjae Cho • Shinkook Choi • Sejik Park • Soo-Young Lee	2019-11-11
Distilling Knowledge Learned in BERT for Text Generation \| Yen-Chun Chen • Zhe Gan • Yu Cheng • Jingzhou Liu • Jingjing Liu	2019-11-10
Enforcing Encoder-Decoder Modularity in Sequence-to-Sequence Models Siddharth Dalmia • Abdelrahman Mohamed • Mike Lewis • Florian Metze • Luke Zettlemoyer	2019-11-09
Formality Style Transfer for Noisy, User-generated Conversations: Extracting Labeled, Parallel Data from Unlabeled Corpora Isak Czeresnia Etinger • Alan W Black	2019-11-01
Transformer-based Model for Single Documents Neural Summarization Elozino Egonmwan • Yllias Chali	2019-11-01
Transformer and seq2seq model for Paraphrase Generation Elozino Egonmwan • Yllias Chali	2019-11-01
Diversity-aware Event Prediction based on a Conditional Variational Autoencoder with Reconstruction Hirokazu Kiyomaru • Kazumasa Omura • Yugo Murawaki • Daisuke Kawahara • Sadao Kurohashi	2019-11-01
Mimic and Rephrase: Reflective Listening in Open-Ended Dialogue Justin Dieter • Tian Wang • Arun Tejasvi Chaganty • Gabor Angeli • Angel X. Chang	2019-11-01
Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects Jianmo Ni • Jiacheng Li • Julian McAuley	2019-11-01
NL2pSQL: Generating Pseudo-SQL Queries from Under-Specified Natural Language Questions Fuxiang Chen • Seung-won Hwang • Jaegul Choo • Jung-Woo Ha • Sunghun Kim	2019-11-01
Can You Unpack That? Learning to Rewrite Questions-in-Context Ahmed Elgohary • Denis Peskov • Jordan Boyd-Graber	2019-11-01
Learning Latent Process from High-Dimensional Event Sequences via Efficient Sampling \| Qitian Wu • Zixuan Zhang • Xiaofeng Gao • Junchi Yan • Guihai Chen	2019-10-28
Unsupervised pre-training for sequence to sequence speech recognition Zhiyun Fan • Shiyu Zhou • Bo Xu	2019-10-28
Discovering the Compositional Structure of Vector Representations with Role Learning Networks \| Paul Soulos • Tom McCoy • Tal Linzen • Paul Smolensky	2019-10-21
Transformer-CNN: Fast and Reliable tool for QSAR \| Pavel Karpov • Guillaume Godin • Igor V. Tetko	2019-10-21
Byte-Pair Encoding for Text-to-SQL Generation \| Samuel Müller • Andreas Vlachos	2019-10-20
MIMO-SPEECH: End-to-End Multi-Channel Multi-Speaker Speech Recognition Xuankai Chang • Wangyou Zhang • Yanmin Qian • Jonathan Le Roux • Shinji Watanabe	2019-10-15
Generating Highly Relevant Questions Jiazuo Qiu • Deyi Xiong	2019-10-08
Read, Highlight and Summarize: A Hierarchical Neural Semantic Encoder-based Approach \| Rajeev Bhatt Ambati • Saptarashmi Bandyopadhyay • Prasenjit Mitra	2019-10-08
Mapping Natural-language Problems to Formal-language Solutions Using Structured Neural Representations Kezhen Chen • Qiuyuan Huang • Hamid Palangi • Paul Smolensky • Kenneth D. Forbus • Jianfeng Gao	2019-10-05
Classification As Decoder: Trading Flexibility For Control In Neural Dialogue Sam Shleifer • Manish Chablani • Namit Katariya • Anitha Kannan • Xavier Amatriain	2019-10-04
A Tree-to-Sequence Model for Neural NLG in Task-Oriented Dialog Jinfeng Rao • Kartikeya Upasani • Anusha Balakrishnan • Michael White • Anuj Kumar • Rajen Subba	2019-10-01
Structural Language Models of Code \| Uri Alon • Roy Sadaka • Omer Levy • Eran Yahav	2019-09-30
In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point Processes \| Lei Li • Wei Liu • Marina Litvak • Natalia Vanetik • Zuying Huang	2019-09-24
Two Birds, One Stone: A Simple, Unified Model for Text Generation from Structured and Unstructured Data Hamidreza Shahidi • Ming Li • Jimmy Lin	2019-09-23
Designing dialogue systems: A mean, grumpy, sarcastic chatbot in the browser Suzana Ilić • Reiichiro Nakano • Ivo Hajnal	2019-09-20
Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder Li Du • Xiao Ding • Ting Liu • Zhongyang Li	2019-09-19
BSDAR: Beam Search Decoding with Attention Reward in Neural Keyphrase Generation Iftitahu Ni'mah • Vlado Menkovski • Mykola Pechenizkiy	2019-09-17
Generative Dialog Policy for Task-oriented Dialog Systems Tian Lan • Xianling Mao • Heyan Huang	2019-09-17
Global Autoregressive Models for Data-Efficient Sequence Learning Tetiana Parshakova • Jean-Marc Andreoli • Marc Dymetman	2019-09-16
Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever Libo Qin • Yijia Liu • Wanxiang Che • Haoyang Wen • Yangming Li • Ting Liu	2019-09-15
Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting Yi Zhang • Tao Ge • Furu Wei • Ming Zhou • Xu Sun	2019-09-13
A Corpus-free State2Seq User Simulator for Task-oriented Dialogue Yutai Hou • Meng Fang • Wanxiang Che • Ting Liu	2019-09-10
Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation Mingyang Zhou • Josh Arnold • Zhou Yu	2019-09-06
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow \| Xuezhe Ma • Chunting Zhou • Xian Li • Graham Neubig • Eduard Hovy # 1 MACHINE TRANSLATION ON WMT2014 GERMAN-ENGLISH	2019-09-05
Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time) \| Heng Gong • Xiaocheng Feng • Bing Qin • Ting Liu	2019-09-05
Encode, Tag, Realize: High-Precision Text Editing \| Eric Malmi • Sebastian Krause • Sascha Rothe • Daniil Mirylenka • Aliaksei Severyn # 1 SPLIT AND REPHRASE ON WIKISPLIT1.0	2019-09-03
A Sketch-Based System for Semantic Parsing \| Zechang Li • Yuxuan Lai • Yuxi Xie • Yansong Feng • Dongyan Zhao	2019-09-02
Hybrid Data-Model Parallel Training for Sequence-to-Sequence Recurrent Neural Network Machine Translation Junya Ono • Masao Utiyama • Eiichiro Sumita	2019-09-02
Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset Bill Byrne • Karthik Krishnamoorthi • Chinnadhurai Sankar • Arvind Neelakantan • Daniel Duckworth • Semih Yavuz • Ben Goodrich • Amit Dubey • Andy Cedilnik • Kyu-Young Kim	2019-09-01
Modeling Graph Structure in Transformer for Better AMR-to-Text Generation Jie Zhu • Junhui Li • Muhua Zhu • Longhua Qian • Min Zhang • Guodong Zhou	2019-08-31
Question-type Driven Question Generation Wenjie Zhou • Minghua Zhang • Yunfang Wu	2019-08-31
Zero-shot Text-to-SQL Learning with Auxiliary Task \| Shuaichen Chang • Pengfei Liu • Yun Tang • Jing Huang • Xiaodong He • Bowen Zhou	2019-08-29
Generative Question Refinement with Deep Reinforcement Learning in Retrieval-based QA System \| Ye Liu • Chenwei Zhang • Xiaohui Yan • Yi Chang • Philip S. Yu	2019-08-13
Retrosynthesis with Attention-Based NMT Model and Chemical Analysis of the "Wrong" Predictions Hongliang Duan • Ling Wang • Chengyun Zhang • Jianjun Li	2019-08-02
Learning the Dyck Language with Attention-based Seq2Seq Models Xiang Yu • Ngoc Thang Vu • Jonas Kuhn	2019-08-01
Grammatical Sequence Prediction for Real-Time Neural Semantic Parsing Chunyang Xiao • Christoph Teichmann • Konstantine Arkoudas	2019-07-25
ELI5: Long Form Question Answering \| Angela Fan • Yacine Jernite • Ethan Perez • David Grangier • Jason Weston • Michael Auli	2019-07-22
WriterForcing: Generating more interesting story endings \| Prakhar Gupta • Vinayshekhar Bannihatti Kumar • Mukul Bhutani • Alan W Black	2019-07-18
Hierarchical Sequence to Sequence Voice Conversion with Limited Data Praveen Narayanan • Punarjay Chakravarty • Francois Charette • Gint Puskorius	2019-07-15
Activity2Vec: Learning ADL Embeddings from Sensor Data with a Sequence-to-Sequence Model Alireza Ghods • Diane J. Cook	2019-07-12
Listen, Attend, Spell and Adapt: Speaker Adapted Sequence-to-Sequence ASR Felix Weninger • Jesús Andrés-Ferrer • Xinwei Li • Puming Zhan	2019-07-08
Supervised Symbolic Music Style Translation Using Synthetic Data \| Ondřej Cífka • Umut Şimşekli • Gaël Richard	2019-07-04
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	2019-07-01
Exploring Sequence-to-Sequence Learning in Aspect Term Extraction Dehong Ma • Sujian Li • Fangzhao Wu • Xing Xie • Houfeng Wang	2019-07-01
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder Ryan Benmalek • Madian Khabsa • Suma Desu • Claire Cardie • Michele Banko	2019-07-01
Incorporating Linguistic Constraints into Keyphrase Generation Jing Zhao • Yuxiang Zhang	2019-07-01
Confusionset-guided Pointer Networks for Chinese Spelling Check Dingmin Wang • Yi Tay • Li Zhong	2019-07-01
Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study Tao Ge • Xingxing Zhang • Furu Wei • Ming Zhou	2019-07-01
Leveraging Text Repetitions and Denoising Autoencoders in OCR Post-correction Kai Hakala • Aleksi Vesanto • Niko Miekka • Tapio Salakoski • Filip Ginter	2019-06-26
Constrained Decoding for Neural NLG from Compositional Representations in Task-Oriented Dialogue Anusha Balakrishnan • Jinfeng Rao • Kartikeya Upasani • Michael White • Rajen Subba	2019-06-17
A Hierarchical Attention Based Seq2seq Model for Chinese Lyrics Generation Haoshen Fan • Jie Wang • Bojin Zhuang • Shaojun Wang • Jing Xiao	2019-06-15
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Mechanism Ryan Y. Benmalek • Madian Khabsa • Suma Desu • Claire Cardie • Michele Banko	2019-06-12
Compositional generalization through meta sequence-to-sequence learning \| Brenden M. Lake	2019-06-12
A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer \| Chen Wu • Xuancheng Ren • Fuli Luo • Xu Sun	2019-06-05
Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study Chinnadhurai Sankar • Sandeep Subramanian • Christopher Pal • Sarath Chandar • Yoshua Bengio	2019-06-04
A Survey of Natural Language Generation Techniques with a Focus on Dialogue Systems - Past, Present and Future Directions Sashank Santhanam • Samira Shaikh	2019-06-02
Neural Finite-State Transducers: Beyond Rational Relations Chu-Cheng Lin • Hao Zhu • Matthew R. Gormley • Jason Eisner	2019-06-01
A Corpus of Negations and their Underlying Positive Interpretations Zahra Sarabi • Erin Killian • Eduardo Blanco • Alexis Palmer	2019-06-01
SSN\_NLP at SemEval-2019 Task 3: Contextual Emotion Identification from Textual Conversation using Seq2Seq Deep Neural Network Senthil Kumar B. • Thenmozhi D. • Ch • Aravindan rabose • Srinethe Sharavanan	2019-06-01
Clustering and Recognition of Spatiotemporal Features through Interpretable Embedding of Sequence to Sequence Recurrent Neural Networks Kun Su • Eli Shlizerman	2019-05-29
Quantifying Exposure Bias for Neural Language Generation Tianxing He • Jingzhao Zhang • Zhiming Zhou • James Glass	2019-05-25
CNNs found to jump around more skillfully than RNNs: Compositional generalization in seq2seq convolutional networks Roberto Dessì • Marco Baroni	2019-05-21
A Case Study: Exploiting Neural Machine Translation to Translate CUDA to OpenCL Yonghae Kim • Hyesoon Kim	2019-05-18
Learning to Groove with Inverse Sequence Transformations Jon Gillick • Adam Roberts • Jesse Engel • Douglas Eck • David Bamman	2019-05-14
Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations Meishan Zhang • Zhenghua Li • Guohong Fu • Min Zhang # 6 MACHINE TRANSLATION ON IWSLT2015 ENGLISH-VIETNAMESE	2019-05-08
Minimum Divergence vs. Maximum Margin: an Empirical Comparison on Seq2Seq Models Huan Zhang • Hai Zhao	2019-05-01
On Meaning-Preserving Adversarial Perturbations for Sequence-to-Sequence Models Paul Michel • Graham Neubig • Xian Li • Juan Miguel Pino	2019-05-01
An Adversarial Learning Framework For A Persona-Based Multi-Turn Dialogue Model Oluwatobi Olabiyi • Anish Khazane • Alan Salimov • Erik T. Mueller	2019-04-29
A Persona-based Multi-turn Conversation Model in an Adversarial Learning Framework Oluwatobi O. Olabiyi • Anish Khazane • Erik T. Mueller	2019-04-29
Condition-Transforming Variational AutoEncoder for Conversation Response Generation Yu-Ping Ruan • Zhen-Hua Ling • Quan Liu • Zhigang Chen • Nitin Indurkhya	2019-04-24
Point-less: More Abstractive Summarization with Pointer-Generator Networks Freek Boutkan • Jorn Ranzijn • David Rau • Eelco van der Wel	2019-04-18
Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification \| Reno Kriz • João Sedoc • Marianna Apidianaki • Carolina Zheng • Gaurav Kumar • Eleni Miltsakaki • Chris Callison-Burch	2019-04-04
Neutron: An Implementation of the Transformer Translation Model and its Variants \| Hongfei Xu • Qiuhui Liu	2019-03-18
On Evaluation of Adversarial Perturbations for Sequence-to-Sequence Models \| Paul Michel • Xian Li • Graham Neubig • Juan Miguel Pino	2019-03-15
Deep Text-to-Speech System with Seq2Seq Model Gary Wang	2019-03-11
Evaluating Rewards for Question Generation Models \| Tom Hosking • Sebastian Riedel # 8 QUESTION GENERATION ON SQUAD1.1	2019-02-28
FastFusionNet: New State-of-the-Art for DAWNBench SQuAD \| Felix Wu • Boyi Li • Lequn Wang • Ni Lao • John Blitzer • Kilian Q. Weinberger	2019-02-28
Improving Neural Response Diversity with Frequency-Aware Cross-Entropy Loss \| Shaojie Jiang • Pengjie Ren • Christof Monz • Maarten de Rijke	2019-02-25
Transfer Learning for Sequences via Learning to Collocate Wanyun Cui • Guangyu Zheng • Zhiqiang Shen • Sihang Jiang • Wei Wang	2019-02-25
A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization \| Wonseok Hwang • Jinyeong Yim • Seunghyun Park • Minjoon Seo	2019-02-04
Neural Related Work Summarization with a Joint Context-driven Attention Mechanism \| Yongzhen Wang • Xiaozhong Liu • Zheng Gao	2019-01-28
Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge \| Ondřej Dušek • Jekaterina Novikova • Verena Rieser	2019-01-23
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents \| Thomas Wolf • Victor Sanh • Julien Chaumond • Clement Delangue	2019-01-23
An Adversarial Approach to High-Quality, Sentiment-Controlled Neural Dialogue Generation Xiang Kong • Bohan Li • Graham Neubig • Eduard Hovy • Yiming Yang	2019-01-22
Predicting the Mumble of Wireless Channel with Sequence-to-Sequence Models Yourui Huangfu • Jian Wang • Rong Li • Chen Xu • Xianbin Wang • Huazi Zhang • Jun Wang	2019-01-14
Zero Initialization of modified Gated Recurrent Encoder-Decoder Network for Short Term Load Forecasting Vedanshu • M M Tripathi	2018-12-09
Neural Abstractive Text Summarization with Sequence-to-Sequence Models: A Survey \| Tian Shi • Yaser Keneshloo • Naren Ramakrishnan • Chandan K. Reddy	2018-12-05
Improving Clinical Predictions through Unsupervised Time Series Representation Learning Xinrui Lyu • Matthias Hueser • Stephanie L. Hyland • George Zerveas • Gunnar Raetsch	2018-12-02
Learning cross-lingual phonological and orthagraphic adaptations: a case study in improving neural machine translation between low-resource languages \| Saurav Jha • Akhilesh Sudhakar • Anil Kumar Singh	2018-11-21
An Affect-Rich Neural Conversational Model with Biased Attention and Weighted Cross-Entropy Loss \| Peixiang Zhong • Di Wang • Chunyan Miao	2018-11-17
Seq2Seq Mimic Games: A Signaling Perspective Juan Leni • John Levine • John Quigley	2018-11-15
Predicting the time-evolution of multi-physics systems with sequence-to-sequence models K. D. Humbird • J. L. Peterson • R. G. McClarren	2018-11-14
AttS2S-VC: Sequence-to-Sequence Voice Conversion with Attention and Context Preservation Mechanisms Kou Tanaka • Hirokazu Kameoka • Takuhiro Kaneko • Nobukatsu Hojo	2018-11-09
Analysis of Multilingual Sequence-to-Sequence speech recognition systems Martin Karafiát • Murali Karthick Baskar • Shinji Watanabe • Takaaki Hori • Matthew Wiesner • Jan "Honza'' Černocký	2018-11-07
ConvS2S-VC: Fully convolutional sequence-to-sequence voice conversion Hirokazu Kameoka • Kou Tanaka • Takuhiro Kaneko • Nobukatsu Hojo	2018-11-05
Augmenting Neural Response Generation with Context-Aware Topical Attention \| Nouha Dziri • Ehsan Kamalloo • Kory W. Mathewson • Osmar Zaiane	2018-11-02
Evaluating Grammaticality in Seq2seq Models with a Broad Coverage HPSG Grammar: A Case Study on Machine Translation Johnny Wei • Khiem Pham • Brendan O{'}Connor • Brian Dillon	2018-11-01
Debugging Sequence-to-Sequence Models with Seq2Seq-Vis Hendrik Strobelt • Sebastian Gehrmann • Michael Behrisch • Adam Perer • Hanspeter Pfister • Alex Rush • er	2018-11-01
Char2char Generation with Reranking for the E2E NLG Challenge Shubham Agarwal • Marc Dymetman • {\'E}ric Gaussier	2018-11-01
Decoding Strategies for Neural Referring Expression Generation Sina Zarrie{\ss} • David Schlangen	2018-11-01
Language Modeling Teaches You More than Translation Does: Lessons Learned Through Auxiliary Syntactic Task Analysis Kelly Zhang • Samuel Bowman	2018-11-01
Learning Comment Generation by Leveraging User-Generated Data Zhaojiang Lin • Genta Indra Winata • Pascale Fung	2018-10-29
Tackling Sequence to Sequence Mapping Problems with Neural Networks Lei Yu	2018-10-25
Learn to Code-Switch: Data Augmentation using Copy Mechanism on Language Modeling Genta Indra Winata • Andrea Madotto • Chien-Sheng Wu • Pascale Fung	2018-10-24
Multistep Speed Prediction on Traffic Networks: A Graph Convolutional Sequence-to-Sequence Learning Approach with Attention Mechanism Zhengchao Zhang • Meng Li • Xi Lin • Yinhai Wang • Fang He	2018-10-24
Sequence to Sequence Mixture Model for Diverse Machine Translation Xuanli He • Gholamreza Haffari • Mohammad Norouzi	2018-10-17
Robust Neural Abstractive Summarization Systems and Evaluation against Adversarial Information Lisa Fan • Dong Yu • Lu Wang	2018-10-14
Multilingual sequence-to-sequence speech recognition: architecture, transfer learning, and language modeling Jaejin Cho • Murali Karthick Baskar • Ruizhi Li • Matthew Wiesner • Sri Harish Mallidi • Nelson Yalta • Martin Karafiat • Shinji Watanabe • Takaaki Hori	2018-10-04
Translating a Math Word Problem to a Expression Tree Lei Wang • Yan Wang • Deng Cai • Dongxiang Zhang • Xiaojiang Liu	2018-10-01
Language Modeling Teaches You More Syntax than Translation Does: Lessons Learned Through Auxiliary Task Analysis Kelly W. Zhang • Samuel R. Bowman	2018-09-26
Neural Transductive Learning and Beyond: Morphological Generation in the Minimal-Resource Setting Katharina Kann • Hinrich Schütze	2018-09-24
Latent Topic Conversational Models Tsung-Hsien Wen • Minh-Thang Luong	2018-09-19
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language Generation Shang-Yu Su • Yun-Nung Chen	2018-09-19
Music Transformer \| Cheng-Zhi Anna Huang • Ashish Vaswani • Jakob Uszkoreit • Noam Shazeer • Ian Simon • Curtis Hawthorne • Andrew M. Dai • Matthew D. Hoffman • Monica Dinculescu • Douglas Eck # 2 MUSIC MODELING ON JSB CHORALES	2018-09-12
Retrieval-Enhanced Adversarial Training for Neural Response Generation Qingfu Zhu • Lei Cui • Weinan Zhang • Furu Wei • Ting Liu	2018-09-12
A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification Pengcheng Yang • Shuming Ma • Yi Zhang • Junyang Lin • Qi Su • Xu Sun	2018-09-10
Logographic Subword Model for Neural Machine Translation Yihao Fang • Rong Zheng • Xiaodan Zhu	2018-09-07
Evaluating Syntactic Properties of Seq2seq Output with a Broad Coverage HPSG: A Case Study on Machine Translation Johnny Tian-Zheng Wei • Khiem Pham • Brian Dillon • Brendan O'Connor	2018-09-06
Why are Sequence-to-Sequence Models So Dull? Understanding the Low-Diversity Problem of Chatbots Shaojie Jiang • Maarten de Rijke	2018-09-06
Towards Automated Customer Support \| Momchil Hardalov • Ivan Koychev • Preslav Nakov	2018-09-02
A Tree-based Decoder for Neural Machine Translation \| Xinyi Wang • Hieu Pham • Pengcheng Yin • Graham Neubig	2018-08-28
Training Deeper Neural Machine Translation Models with Transparent Attention Ankur Bapna • Mia Xu Chen • Orhan Firat • Yuan Cao • Yonghui Wu	2018-08-22
Improving Matching Models with Hierarchical Contextualized Representations for Multi-turn Response Selection Chongyang Tao • Wei Wu • Can Xu • Yansong Feng • Dongyan Zhao • Rui Yan	2018-08-22
Sememe Prediction: Learning Semantic Knowledge from Unstructured Textual Wiki Descriptions Wei Li • Xuancheng Ren • Damai Dai • Yunfang Wu • Houfeng Wang • Xu Sun	2018-08-16
Abstractive Summarization Improved by WordNet-based Extractive Sentences Niantao Xie • Sujian Li • Huiling Ren • Qibin Zhai	2018-08-04
Natural Language Interface for Databases Using a Dual-Encoder Model Ionel Alex Hosu • ru • Radu Cristian Alex Iacob • ru • Florin Brad • Stefan Ruseti • Traian Rebedea	2018-08-01
Generating Reasonable and Diversified Story Ending Using Sequence to Sequence Model with Adversarial Training Zhongyang Li • Xiao Ding • Ting Liu	2018-08-01
Local String Transduction as Sequence Labeling Joana Ribeiro • Shashi Narayan • Shay B. Cohen • Xavier Carreras	2018-08-01
Learning to Progressively Recognize New Named Entities with Sequence to Sequence Models Lingzhen Chen • Aless Moschitti • ro	2018-08-01
Seq2seq Dependency Parsing \| Zuchao Li • Jiaxun Cai • Shexia He • Hai Zhao	2018-08-01
News Article Teaser Tweets and How to Generate Them Sanjeev Kumar Karn • Mark Buckley • Ulli Waltinger • Hinrich Schütze	2018-07-30
Abstractive and Extractive Text Summarization using Document Context Vector and Recurrent Neural Networks Chandra Khatri • Gyanit Singh • Nish Parikh	2018-07-20
Rearranging the Familiar: Testing Compositional Generalization in Recurrent Networks João Loula • Marco Baroni • Brenden M. Lake	2018-07-19
Seq2Seq2Sentiment: Multimodal Sequence to Sequence Models for Sentiment Analysis Hai Pham • Thomas Manzini • Paul Pu Liang • Barnabas Poczos	2018-07-11
Reaching Human-level Performance in Automatic Grammatical Error Correction: An Empirical Study \| Tao Ge • Furu Wei • Ming Zhou # 1 GRAMMATICAL ERROR CORRECTION ON UNRESTRICTED	2018-07-03
Learning Goal-Oriented Visual Dialog via Tempered Policy Gradient \| Rui Zhao • Volker Tresp	2018-07-02
Retrieve, Rerank and Rewrite: Soft Template Based Neural Summarization Ziqiang Cao • Wenjie Li • Sujian Li • Furu Wei # 9 TEXT SUMMARIZATION ON GIGAWORD	2018-07-01
Fluency Boost Learning and Inference for Neural Grammatical Error Correction Tao Ge • Furu Wei • Ming Zhou	2018-07-01
Sequicity: Simplifying Task-oriented Dialogue Systems with Single Sequence-to-Sequence Architectures \| Wenqiang Lei • Xisen Jin • Min-Yen Kan • Zhaochun Ren • Xiangnan He • Dawei Yin	2018-07-01
Tailored Sequence to Sequence Models to Different Conversation Scenarios Hainan Zhang • Yanyan Lan • Jiafeng Guo • Jun Xu • Xueqi Cheng	2018-07-01
Improving Slot Filling in Spoken Language Understanding with Joint Pointer and Attention Lin Zhao • Zhe Feng	2018-07-01
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation Poorya Zaremoodi • Wray Buntine • Gholamreza Haffari	2018-07-01
Split and Rephrase: Better Evaluation and Stronger Baselines Roee Aharoni • Yoav Goldberg	2018-07-01
Prior Attention for Style-aware Sequence-to-Sequence Models Lucas Sterckx • Johannes Deleu • Chris Develder • Thomas Demeester	2018-06-25
What we need to learn if we want to do and not just talk Rashmi Gangadharaiah • Balakrishnan Narayanaswamy • Charles Elkan	2018-06-01
Jiangnan at SemEval-2018 Task 11: Deep Neural Network with Attention Method for Machine Comprehension Task Jiangnan Xia	2018-06-01
Deep Reinforcement Learning For Sequence to Sequence Models \| Yaser Keneshloo • Tian Shi • Naren Ramakrishnan • Chandan K. Reddy	2018-05-24
Context-Aware Sequence-to-Sequence Models for Conversational Systems Silje Christensen • Simen Johnsrud • Massimiliano Ruocco • Heri Ramampiaro	2018-05-22
Learning to Repair Software Vulnerabilities with Generative Adversarial Networks Jacob Harer • Onur Ozdemir • Tomo Lazovich • Christopher P. Reale • Rebecca L. Russell • Louis Y. Kim • Peter Chin	2018-05-18
Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization Shuming Ma • Xu Sun • Junyang Lin • Houfeng Wang	2018-05-13
Split and Rephrase: Better Evaluation and a Stronger Baseline \| Roee Aharoni • Yoav Goldberg	2018-05-02
The Best of Both Worlds: Combining Recent Advances in Neural Machine Translation \| Mia Xu Chen • Orhan Firat • Ankur Bapna • Melvin Johnson • Wolfgang Macherey • George Foster • Llion Jones • Niki Parmar • Mike Schuster • Zhifeng Chen • Yonghui Wu • Macduff Hughes # 13 MACHINE TRANSLATION ON WMT2014 ENGLISH-FRENCH	2018-04-26
Generating Descriptions from Structured Data Using a Bifocal Attention Mechanism and Gated Orthogonalization \| Preksha Nema • Shreyas Shetty • Parag Jain • Anirban Laha • Karthik Sankaranarayanan • Mitesh M. Khapra	2018-04-20
Achieving Fluency and Coherency in Task-oriented Dialog Rashmi Gangadharaiah • Balakrishnan Narayanaswamy • Charles Elkan	2018-04-11
Scalable Sentiment for Sequence-to-sequence Chatbot Response with Performance Analysis Chih-Wei Lee • Yau-Shian Wang • Tsung-Yuan Hsu • Kuan-Yu Chen • Hung-Yi Lee • Lin-shan Lee	2018-04-07
Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks \| Kun Xu • Lingfei Wu • Zhiguo Wang • Yansong Feng • Michael Witbrock • Vadim Sheinin # 1 SQL-TO-TEXT ON WIKISQL	2018-04-03
Seq2Sick: Evaluating the Robustness of Sequence-to-Sequence Models with Adversarial Examples Minhao Cheng • Jinfeng Yi • Pin-Yu Chen • Huan Zhang • Cho-Jui Hsieh	2018-03-03
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact Descriptions Hai Ye • Xin Jiang • Zhunchen Luo • Wenhan Chao	2018-02-23
A Generative Modeling Approach to Limited Channel ECG Classification Deepta Rajan • Jayaraman J. Thiagarajan	2018-02-18
Recurrent Neural Network-Based Semantic Variational Autoencoder for Sequence-to-Sequence Learning \| Myeongjun Jang • Seungwan Seo • Pilsung Kang	2018-02-09
Exploration on Generating Traditional Chinese Medicine Prescription from Symptoms with an End-to-End method Wei Li • Zheng Yang • Xu Sun	2018-01-27
MaskGAN: Better Text Generation via Filling in the _______ William Fedus • Ian Goodfellow • Andrew M. Dai # 4 MULTIVARIATE TIME SERIES IMPUTATION ON PEMS-SF	2018-01-01
ConvAMR: Abstract meaning representation parsing for legal document \| Lai Dac Viet • Vu Trong Sinh • Nguyen Le Minh • Ken Satoh	2017-11-16
Integrating User and Agent Models: A Deep Task-Oriented Dialogue System Weiyan Wang • Yuxiang WU • Yu Zhang • Zhongqi Lu • Kaixiang Mo • Qiang Yang	2017-11-10
Diversifying Neural Conversation Model with Maximal Marginal Relevance Yiping Song • Zhiliang Tian • Dongyan Zhao • Ming Zhang • Rui Yan	2017-11-01
GeoSeq2Seq: Information Geometric Sequence-to-Sequence Networks Alessandro Bay • Biswa Sengupta	2017-10-25
Convolutional Attention-based Seq2Seq Neural Network for End-to-End ASR Dan Lim	2017-10-12
StackSeq2Seq: Dual Encoder Seq2Seq Recurrent Networks Alessandro Bay • Biswa Sengupta	2017-10-11
To prune, or not to prune: exploring the efficacy of pruning for model compression \| Michael Zhu • Suyog Gupta	2017-10-05
Unsupervised Pretraining for Sequence to Sequence Learning Ramach • Prajit ran • Peter Liu • Quoc Le	2017-09-01
Neural Response Generation via GAN with an Approximate Embedding Layer Zhen Xu • Bingquan Liu • Baoxun Wang • Chengjie Sun • Xiaolong Wang • Zhuoran Wang • Chao Qi	2017-09-01
Stack-based Multi-layer Attention for Transition-based Dependency Parsing Zhirui Zhang • Shujie Liu • Mu Li • Ming Zhou • Enhong Chen	2017-09-01
Towards Implicit Content-Introducing for Generative Short-Text Conversation Systems Lili Yao • Yaoyuan Zhang • Yansong Feng • Dongyan Zhao • Rui Yan	2017-09-01
SPARQL as a Foreign Language \| Tommaso Soru • Edgard Marx • Diego Moussallem • Gustavo Publio • André Valdestilhas • Diego Esteves • Ciro Baron Neto	2017-08-25
Cold Fusion: Training Seq2Seq Models Together with Language Models Anuroop Sriram • Heewoo Jun • Sanjeev Satheesh • Adam Coates	2017-08-21
Domain Aware Neural Dialog System Sajal Choudhary • Prerna Srivastava • Lyle Ungar • João Sedoc	2017-08-02
Enterprise to Computer: Star Trek chatbot Grishma Jena • Mansi Vashisht • Abheek Basu • Lyle Ungar • João Sedoc	2017-08-02
Learned in Translation: Contextualized Word Vectors \| Bryan McCann • James Bradbury • Caiming Xiong • Richard Socher # 4 SENTIMENT ANALYSIS ON SST-5 FINE-GRAINED CLASSIFICATION	2017-08-01
Exploring Neural Transducers for End-to-End Speech Recognition Eric Battenberg • Jitong Chen • Rewon Child • Adam Coates • Yashesh Gaur • Yi Li • Hairong Liu • Sanjeev Satheesh • David Seetapun • Anuroop Sriram • Zhenyao Zhu	2017-07-24
DeepProbe: Information Directed Sequence Understanding and Chatbot Design via Recurrent Neural Networks Zi Yin • Keng-hao Chang • Ruofei Zhang	2017-07-18
AliMe Chat: A Sequence to Sequence and Rerank based Chatbot Engine Minghui Qiu • Feng-Lin Li • Siyu Wang • Xing Gao • Yan Chen • Weipeng Zhao • Haiqing Chen • Jun Huang • Wei Chu	2017-07-01
Towards Proof Synthesis Guided by Neural Machine Translation for Intuitionistic Propositional Logic Taro Sekiyama • Akifumi Imanishi • Kohei Suenaga	2017-06-20
ParlAI: A Dialog Research Software Platform \| Alexander H. Miller • Will Feng • Adam Fisch • Jiasen Lu • Dhruv Batra • Antoine Bordes • Devi Parikh • Jason Weston	2017-05-18
Logical Parsing from Natural Language Based on a Neural Translation Model Liang Li • Pengyu Li • Yifan Liu • Tao Wan • Zengchang Qin	2017-05-09
DRAGNN: A Transition-based Framework for Dynamically Connected Neural Networks \| Lingpeng Kong • Chris Alberti • Daniel Andor • Ivan Bogatyy • David Weiss	2017-03-13
A Knowledge-Grounded Neural Conversation Model \| Marjan Ghazvininejad • Chris Brockett • Ming-Wei Chang • Bill Dolan • Jianfeng Gao • Wen-tau Yih • Michel Galley	2017-02-07
Towards better decoding and language model integration in sequence to sequence models Jan Chorowski • Navdeep Jaitly	2016-12-08
Joint Copying and Restricted Generation for Paraphrase Ziqiang Cao • Chuwei Luo • Wenjie Li • Sujian Li	2016-11-28
Unsupervised Pretraining for Sequence to Sequence Learning Prajit Ramachandran • Peter J. Liu • Quoc V. Le	2016-11-08
A multi-task learning model for malware classification with useful file access pattern from API call sequence Xin Wang • Siu Ming Yiu	2016-10-19
Cseq2seq: Cyclic Sequence-to-Sequence Learning Biao Zhang • Deyi Xiong • Jinsong Su	2016-07-29
CFGs-2-NLU: Sequence-to-Sequence Learning for Mapping Utterances to Semantics and Pragmatics Adam James Summerville • James Ryan • Michael Mateas • Noah Wardrip-Fruin	2016-07-22
Neural Contextual Conversation Learning with Labeled Question-Answering Pairs Kun Xiong • Anqi Cui • Zefeng Zhang • Ming Li	2016-07-20
sk_p: a neural program corrector for MOOCs Yewen Pu • Karthik Narasimhan • Armando Solar-Lezama • Regina Barzilay	2016-07-11
Towards Abstraction from Extraction: Multiple Timescale Gated Recurrent Unit for Summarization Minsoo Kim • Moirangthem Dennis Singh • Minho Lee	2016-07-04
Sequence-to-Sequence Learning as Beam-Search Optimization \| Sam Wiseman • Alexander M. Rush # 14 MACHINE TRANSLATION ON IWSLT2015 GERMAN-ENGLISH	2016-06-09
Incorporating Copying Mechanism in Sequence-to-Sequence Learning \| Jiatao Gu • Zhengdong Lu • Hang Li • Victor O. K. Li	2016-03-21
Order Matters: Sequence to sequence for sets \| Oriol Vinyals • Samy Bengio • Manjunath Kudlur	2015-11-19
Sequence to Sequence Learning with Neural Networks \| Ilya Sutskever • Oriol Vinyals • Quoc V. Le # 5 TRAFFIC PREDICTION ON PEMS-M	2014-09-10

Tasks

TASK	PAPERS	SHARE
Machine Translation	66	15.38%
Language Modelling	28	6.53%
Text Generation	27	6.29%
Speech Recognition	20	4.66%
Text Summarization	15	3.50%
Abstractive Text Summarization	15	3.50%
Question Answering	12	2.80%
Semantic Parsing	9	2.10%
Chatbot	8	1.86%

Usage Over Time

This feature is experimental; we are continuously improving our matching algorithm.

Components

COMPONENT	TYPE	Add Remove
LSTM	Recurrent Neural Networks

Categories

Add Remove

Sequence To Sequence Models

Machine Translation Models