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

Latest Papers

PAPER DATE
slimIPL: Language-Model-Free Iterative Pseudo-Labeling
Tatiana LikhomanenkoQiantong XuJacob KahnGabriel SynnaeveRonan Collobert
2020-10-22
MAST: Multimodal Abstractive Summarization with Trimodal Hierarchical Attention
| Aman KhullarUdit Arora
2020-10-15
Semantic Label Smoothing for Sequence to Sequence Problems
Michal LukasikHimanshu JainAditya Krishna MenonSeungyeon KimSrinadh BhojanapalliFelix YuSanjiv Kumar
2020-10-15
Understanding Neural Abstractive Summarization Models via Uncertainty
| Jiacheng XuShrey DesaiGreg Durrett
2020-10-15
Retrieve and Refine: Exemplar-based Neural Comment Generation
Bolin WeiYongmin LiGe LiXin XiaZhi Jin
2020-10-09
The NU Voice Conversion System for the Voice Conversion Challenge 2020: On the Effectiveness of Sequence-to-sequence Models and Autoregressive Neural Vocoders
Wen-Chin HuangPatrick Lumban TobingYi-Chiao WuKazuhiro KobayashiTomoki Toda
2020-10-09
A Survey of Knowledge-Enhanced Text Generation
| Wenhao YuChenguang ZhuZaitang LiZhiting HuQingyun WangHeng JiMeng Jiang
2020-10-09
Improving the Efficiency of Grammatical Error Correction with Erroneous Span Detection and Correction
Mengyun ChenTao GeXingxing ZhangFuru WeiMing Zhou
2020-10-07
COD3S: Diverse Generation with Discrete Semantic Signatures
Nathaniel WeirJoão SedocBenjamin Van Durme
2020-10-06
The Sequence-to-Sequence Baseline for the Voice Conversion Challenge 2020: Cascading ASR and TTS
| Wen-Chin HuangTomoki HayashiShinji WatanabeTomoki Toda
2020-10-06
Improving AMR Parsing with Sequence-to-Sequence Pre-training
| Dongqin XuJunhui LiMuhua ZhuMin ZhangGuodong Zhou
2020-10-05
Transfer Learning from Monolingual ASR to Transcription-free Cross-lingual Voice Conversion
| Che-Jui Chang
2020-09-30
Conversational Semantic Parsing
Armen AghajanyanJean MaillardAkshat ShrivastavaKeith DiedrickMike HaegerHaoran LiYashar MehdadVes StoyanovAnuj KumarMike LewisSonal Gupta
2020-09-28
Focus-Constrained Attention Mechanism for CVAE-based Response Generation
| Zhi CuiYan-ran LiJiayi ZhangJianwei CuiChen WeiBin Wang
2020-09-25
MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems
| Zhaojiang LinAndrea MadottoGenta Indra WinataPascale Fung
2020-09-25
A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning
| Yichi ZhangZhijian OuHuixin WangJunlan Feng
2020-09-17
Urban Traffic Flow Forecast Based on FastGCRNN
Ya ZhangMingming LuHaifeng Li
2020-09-17
Minimize Exposure Bias of Seq2Seq Models in Joint Entity and Relation Extraction
| Ranran Haoran ZhangQianying LiuAysa Xuemo FanHeng JiDaojian ZengFei ChengDaisuke KawaharaSadao Kurohashi
2020-09-16
Graph-to-Sequence Neural Machine Translation
Sufeng DuanHai ZhaoRui Wang
2020-09-16
Composing Answer from Multi-spans for Reading Comprehension
| Zhuosheng ZhangYiqing ZhangHai ZhaoXi ZhouXiang Zhou
2020-09-14
Span-based Semantic Parsing for Compositional Generalization
Jonathan HerzigJonathan Berant
2020-09-13
Central Yup'ik and Machine Translation of Low-Resource Polysynthetic Languages
Christopher LiuLaura DominéKevin ChavezRichard Socher
2020-09-09
Any-to-Many Voice Conversion with Location-Relative Sequence-to-Sequence Modeling
Songxiang LiuYuewen CaoDisong WangXixin WuXunying LiuHelen Meng
2020-09-06
KILT: a Benchmark for Knowledge Intensive Language Tasks
| Fabio PetroniAleksandra PiktusAngela FanPatrick LewisMajid YazdaniNicola De CaoJames ThorneYacine JerniteVassilis PlachourasTim RocktäschelSebastian Riedel
2020-09-04
Linguistically inspired morphological inflection with a sequence to sequence model
Eleni MethenitiGuenter NeumannJosef van Genabith
2020-09-04
Groove2Groove: One-Shot Music Style Transfer with Supervision from Synthetic Data
| Ondřej CífkaUmut ŞimşekliGaël Richard
2020-08-26
WSRNet: Joint Spotting and Recognition of Handwritten Words
George RetsinasGiorgos SfikasPetros Maragos
2020-08-17
Topic Adaptation and Prototype Encoding for Few-Shot Visual Storytelling
Jiacheng LiSiliang TangJuncheng LiJun XiaoFei WuShiLiang PuYueting Zhuang
2020-08-11
Distilling the Knowledge of BERT for Sequence-to-Sequence ASR
| Hayato FutamiHirofumi InagumaSei UenoMasato MimuraShinsuke SakaiTatsuya Kawahara
2020-08-09
Pretraining Techniques for Sequence-to-Sequence Voice Conversion
Wen-Chin HuangTomoki HayashiYi-Chiao WuHirokazu KameokaTomoki Toda
2020-08-07
Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning
| Jin WangJia HuGeyong MinAlbert Y. ZomayaNektarios Georgalas
2020-08-05
AARSynth: App-Aware Response Synthesis for User Reviews
Umar FarooqA. B. SiddiqueFuad JamourZhijia ZhaoVagelis Hristidis
2020-07-31
Semi-Supervised Learning with Data Augmentation for End-to-End ASR
Felix WeningerFranco ManaRoberto GemelloJesús Andrés-FerrerPuming Zhan
2020-07-27
Unsupervised anomaly detection for discrete sequence healthcare data
Victoria SnorovikhinaAlexey Zaytsev
2020-07-20
Translation Between Waves, wave2wave
Tsuyoshi OkitaHirotaka HachiyaSozo InoueNaonori Ueda
2020-07-20
Investigation of Sentiment Controllable Chatbot
Hung-Yi LeeCheng-Hao HoChien-Fu LinChiung-Chih ChangChih-Wei LeeYau-Shian WangTsung-Yuan HsuKuan-Yu Chen
2020-07-11
Simple and Effective Retrieve-Edit-Rerank Text Generation
Nabil HossainMarjan GhazvininejadLuke Zettlemoyer
2020-07-01
Building a Japanese Typo Dataset from Wikipedia's Revision History
Yu TanakaYugo MurawakiDaisuke KawaharaSadao Kurohashi
2020-07-01
Data Augmentation for Transformer-based G2P
Zach RyanMans Hulden
2020-07-01
What they do when in doubt: a study of inductive biases in seq2seq learners
| Eugene KharitonovRahma Chaabouni
2020-06-26
Seq2Seq and Joint Learning Based Unix Command Line Prediction System
| Thoudam Doren SinghAbdullah Faiz Ur Rahman KhiljiDivyanshaApoorva Vikram SinghSurmila ThokchomSivaji Bandyopadhyay
2020-06-20
Cross-lingual Retrieval for Iterative Self-Supervised Training
Chau TranYuqing TangXi-An LiJiatao Gu
2020-06-16
Dance Revolution: Long Sequence Dance Generation with Music via Curriculum Learning
| Ruozi HuangHuang HuWei WuKei SawadaMi Zhang
2020-06-11
An Augmented Translation Technique for low Resource language pair: Sanskrit to Hindi translation
Rashi KumarPiyush JhaVineet Sahula
2020-06-09
Copy that! Editing Sequences by Copying Spans
Sheena PanthaplackelMiltiadis AllamanisMarc Brockschmidt
2020-06-08
Policy-Driven Neural Response Generation for Knowledge-Grounded Dialogue Systems
Behnam HedayatniaKarthik GopalakrishnanSeokhwan KimYang LiuMihail EricDilek 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 KatsumataMamoru Komachi
2020-05-24
Investigating Label Bias in Beam Search for Open-ended Text Generation
Liang WangJinlong LiuJingming Liu
2020-05-22
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
| Patrick LewisEthan PerezAleksandara PiktusFabio PetroniVladimir KarpukhinNaman GoyalHeinrich KüttlerMike LewisWen-tau YihTim RocktäschelSebastian RiedelDouwe Kiela
2020-05-22
Fluent Response Generation for Conversational Question Answering
| Ashutosh BahetiAlan RitterKevin Small
2020-05-21
Bridging the Gap Between Training and Inference for Spatio-Temporal Forecasting
Hong-Bin LiuIckjai Lee
2020-05-19
P-SIF: Document Embeddings Using Partition Averaging
| Vivek GuptaAnkit SawPegah NokhizPraneeth NetrapalliPiyush RaiPartha Talukdar
2020-05-18
Neural CRF Model for Sentence Alignment in Text Simplification
| Chao JiangMounica MaddelaWuwei LanYang ZhongWei Xu
2020-05-05
Exploring Contextual Word-level Style Relevance for Unsupervised Style Transfer
| Chulun ZhouLiang-Yu ChenJiachen LiuXinyan XiaoJinsong SuSheng GuoHua 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 LiLingfei WuShiwei FengFangli XuFengyuan XuSheng 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 WangXuefeng GuanJun CaoNa ZhangHuayi Wu
2020-04-06
Pre-training for Abstractive Document Summarization by Reinstating Source Text
Yanyan ZouXingxing ZhangWei LuFuru WeiMing Zhou
2020-04-04
Felix: Flexible Text Editing Through Tagging and Insertion
Jonathan MallinsonAliaksei SeverynEric MalmiGuillermo Garrido
2020-03-24
Recovery command generation towards automatic recovery in ICT systems by Seq2Seq learning
Hiroki IkeuchiAkio WatanabeTsutomu HiraoMakoto MorishitaMasaaki NishinoYoichi MatsuoKeishiro Watanabe
2020-03-24
SeqXY2SeqZ: Structure Learning for 3D Shapes by Sequentially Predicting 1D Occupancy Segments From 2D Coordinates
Zhizhong HanGuanhui QiaoYu-Shen LiuMatthias Zwicker
2020-03-12
Pseudo-Convolutional Policy Gradient for Sequence-to-Sequence Lip-Reading
Mingshuang LuoShuang YangShiguang ShanXilin Chen
2020-03-09
Data Augmentation using Pre-trained Transformer Models
| Varun KumarAshutosh ChoudharyEunah Cho
2020-03-04
Sparse Sinkhorn Attention
| Yi TayDara BahriLiu YangDonald MetzlerDa-Cheng Juan
2020-02-26
Guider l'attention dans les modeles de sequence a sequence pour la prediction des actes de dialogue
Pierre ColomboEmile ChapuisMatteo ManicaEmmanuel VignonGiovanna VarniChloe Clavel
2020-02-21
Imputer: Sequence Modelling via Imputation and Dynamic Programming
| William ChanChitwan SahariaGeoffrey HintonMohammad NorouziNavdeep Jaitly
2020-02-20
Guiding attention in Sequence-to-sequence models for Dialogue Act prediction
Pierre ColomboEmile ChapuisMatteo ManicaEmmanuel VignonGiovanna VarniChloe Clavel
2020-02-20
Evaluating Sequence-to-Sequence Learning Models for If-Then Program Synthesis
| Dhairya DalalByron V. Galbraith
2020-02-10
Syntactically Look-Ahead Attention Network for Sentence Compression
| Hidetaka KamigaitoManabu Okumura
2020-02-04
Pseudo-Bidirectional Decoding for Local Sequence Transduction
Wangchunshu ZhouTao GeKe Xu
2020-01-31
Audio-Visual Decision Fusion for WFST-based and seq2seq Models
Rohith AralikattiSharad RoyAbhinav ThandaDilip Kumar MargamPujitha Appan KandalaTanay SharmaShankar M Venkatesan
2020-01-29
A Study of Pyramid Structure for Code Correction
Shan HuangXiao ZhouSang Chin
2020-01-28
Fact-aware Sentence Split and Rephrase with Permutation Invariant Training
Yinuo GuoTao GeFuru Wei
2020-01-16
Physical-Virtual Collaboration Modeling for Intra-and Inter-Station Metro Ridership Prediction
| Lingbo LiuJingwen ChenHefeng WuJiajie ZhenGuanbin LiLiang Lin
2020-01-14
Visual Storytelling via Predicting Anchor Word Embeddings in the Stories
Bowen ZhangHexiang HuFei Sha
2020-01-13
Parallel Neural Text-to-Speech
Kainan PengWei PingZhao SongKexin Zhao
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 ParshakovaJean-Marc AndreoliMarc Dymetman
2019-12-18
In Nomine Function: Naming Functions in Stripped Binaries with Neural Networks
Fiorella ArtusoGiuseppe Antonio Di LunaLuca MassarelliLeonardo Querzoni
2019-12-17
Seq2seq Translation Model for Sequential Recommendation
Ke SunTieyun Qian
2019-12-16
Voice Transformer Network: Sequence-to-Sequence Voice Conversion Using Transformer with Text-to-Speech Pretraining
Wen-Chin HuangTomoki HayashiYi-Chiao WuHirokazu KameokaTomoki Toda
2019-12-14
Leveraging End-to-End Speech Recognition with Neural Architecture Search
Ahmed BaruwaMojeed AbisigaIbrahim GbadegesinAfeez Fakunle
2019-12-11
Integrating Whole Context to Sequence-to-sequence Speech Recognition
Ye BaiJiangyan YiJian-Hua TaoZhengkun TianZhengqi WenShuai Zhang
2019-12-04
Learning Representations for Time Series Clustering
| Qianli MaJiawei ZhengSen LiGary W. Cottrell
2019-12-01
HSCJN: A Holistic Semantic Constraint Joint Network for Diverse Response Generation
Yiru WangPengda SiZeyang LeiGuangxu XunYujiu Yang
2019-12-01
PQ-NET: A Generative Part Seq2Seq Network for 3D Shapes
| Rundi WuYixin ZhuangKai XuHao ZhangBaoquan Chen
2019-11-25
Incorporating Textual Evidence in Visual Storytelling
Tianyi LiSujian Li
2019-11-21
End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures
| Gabriel SynnaeveQiantong XuJacob KahnTatiana LikhomanenkoEdouard GraveVineel PratapAnuroop SriramVitaliy LiptchinskyRonan Collobert
2019-11-19
Classification as Decoder: Trading Flexibility for Control in Medical Dialogue
Sam ShleiferManish ChablaniAnitha KannanNamit KatariyaXavier Amatriain
2019-11-16
Emotional Voice Conversion using Multitask Learning with Text-to-speech
Tae-Ho KimSungjae ChoShinkook ChoiSejik ParkSoo-Young Lee
2019-11-11
Distilling Knowledge Learned in BERT for Text Generation
| Yen-Chun ChenZhe GanYu ChengJingzhou LiuJingjing Liu
2019-11-10
Enforcing Encoder-Decoder Modularity in Sequence-to-Sequence Models
Siddharth DalmiaAbdel-rahman MohamedMike LewisFlorian MetzeLuke Zettlemoyer
2019-11-09
Formality Style Transfer for Noisy, User-generated Conversations: Extracting Labeled, Parallel Data from Unlabeled Corpora
Isak Czeresnia EtingerAlan W. black
2019-11-01
Transformer-based Model for Single Documents Neural Summarization
Elozino EgonmwanYllias Chali
2019-11-01
Transformer and seq2seq model for Paraphrase Generation
Elozino EgonmwanYllias Chali
2019-11-01
Diversity-aware Event Prediction based on a Conditional Variational Autoencoder with Reconstruction
Hirokazu KiyomaruKazumasa OmuraYugo MurawakiDaisuke KawaharaSadao Kurohashi
2019-11-01
Mimic and Rephrase: Reflective Listening in Open-Ended Dialogue
Justin DieterTian WangArun Tejasvi ChagantyGabor AngeliAngel X. Chang
2019-11-01
Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects
Jianmo NiJiacheng LiJulian McAuley
2019-11-01
NL2pSQL: Generating Pseudo-SQL Queries from Under-Specified Natural Language Questions
Fuxiang ChenSeung-won HwangJaegul ChooJung-Woo HaSunghun Kim
2019-11-01
Can You Unpack That? Learning to Rewrite Questions-in-Context
Ahmed ElgoharyDenis PeskovJordan Boyd-Graber
2019-11-01
Learning Latent Process from High-Dimensional Event Sequences via Efficient Sampling
| Qitian WuZixuan ZhangXiaofeng GaoJunchi YanGuihai Chen
2019-10-28
Unsupervised pre-training for sequence to sequence speech recognition
Zhiyun FanShiyu ZhouBo Xu
2019-10-28
Discovering the Compositional Structure of Vector Representations with Role Learning Networks
| Paul SoulosTom McCoyTal LinzenPaul Smolensky
2019-10-21
Transformer-CNN: Fast and Reliable tool for QSAR
| Pavel KarpovGuillaume GodinIgor V. Tetko
2019-10-21
Byte-Pair Encoding for Text-to-SQL Generation
| Samuel MüllerAndreas Vlachos
2019-10-20
MIMO-SPEECH: End-to-End Multi-Channel Multi-Speaker Speech Recognition
Xuankai ChangWangyou ZhangYanmin QianJonathan Le RouxShinji Watanabe
2019-10-15
Generating Highly Relevant Questions
Jiazuo QiuDeyi Xiong
2019-10-08
Read, Highlight and Summarize: A Hierarchical Neural Semantic Encoder-based Approach
| Rajeev Bhatt AmbatiSaptarashmi BandyopadhyayPrasenjit Mitra
2019-10-08
Mapping Natural-language Problems to Formal-language Solutions Using Structured Neural Representations
Kezhen ChenQiuyuan HuangHamid PalangiPaul SmolenskyKenneth D. ForbusJianfeng Gao
2019-10-05
Classification As Decoder: Trading Flexibility For Control In Neural Dialogue
Sam ShleiferManish ChablaniNamit KatariyaAnitha KannanXavier Amatriain
2019-10-04
A Tree-to-Sequence Model for Neural NLG in Task-Oriented Dialog
Jinfeng RaoKartikeya UpasaniAnusha BalakrishnanMichael WhiteAnuj KumarRajen Subba
2019-10-01
Structural Language Models of Code
| Uri AlonRoy SadakaOmer LevyEran Yahav
2019-09-30
In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point Processes
| Lei LiWei LiuMarina LitvakNatalia VanetikZuying Huang
2019-09-24
Two Birds, One Stone: A Simple, Unified Model for Text Generation from Structured and Unstructured Data
Hamidreza ShahidiMing LiJimmy Lin
2019-09-23
Designing dialogue systems: A mean, grumpy, sarcastic chatbot in the browser
Suzana IlićReiichiro NakanoIvo Hajnal
2019-09-20
Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder
Li DuXiao DingTing LiuZhongyang Li
2019-09-19
BSDAR: Beam Search Decoding with Attention Reward in Neural Keyphrase Generation
Iftitahu Ni'mahVlado MenkovskiMykola Pechenizkiy
2019-09-17
Generative Dialog Policy for Task-oriented Dialog Systems
Tian LanXian-Ling MaoHe-Yan Huang
2019-09-17
Global Autoregressive Models for Data-Efficient Sequence Learning
Tetiana ParshakovaJean-Marc AndreoliMarc Dymetman
2019-09-16
Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever
| Libo QinYijia LiuWanxiang CheHaoyang WenYangming LiTing Liu
2019-09-15
Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting
Yi ZhangTao GeFuru WeiMing ZhouXu sun
2019-09-13
A Corpus-free State2Seq User Simulator for Task-oriented Dialogue
Yutai HouMeng FangWanxiang CheTing Liu
2019-09-10
Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation
Mingyang ZhouJosh ArnoldZhou Yu
2019-09-06
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
| Xuezhe MaChunting ZhouXi-An LiGraham NeubigEduard Hovy
2019-09-05
Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time)
| Heng GongXiaocheng FengBing QinTing Liu
2019-09-05
Encode, Tag, Realize: High-Precision Text Editing
| Eric MalmiSebastian KrauseSascha RotheDaniil MirylenkaAliaksei Severyn
2019-09-03
A Sketch-Based System for Semantic Parsing
| Zechang LiYuxuan LaiYuxi XieYansong FengDongyan Zhao
2019-09-02
Hybrid Data-Model Parallel Training for Sequence-to-Sequence Recurrent Neural Network Machine Translation
Junya OnoMasao UtiyamaEiichiro Sumita
2019-09-02
Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset
Bill ByrneKarthik KrishnamoorthiChinnadhurai SankarArvind NeelakantanDaniel DuckworthSemih YavuzBen GoodrichAmit DubeyAndy CedilnikKyu-Young Kim
2019-09-01
Modeling Graph Structure in Transformer for Better AMR-to-Text Generation
| Jie ZhuJunhui LiMuhua ZhuLonghua QianMin ZhangGuodong Zhou
2019-08-31
Question-type Driven Question Generation
Wenjie ZhouMinghua ZhangYunfang Wu
2019-08-31
Zero-shot Text-to-SQL Learning with Auxiliary Task
| Shuaichen ChangPengFei LiuYun TangJing HuangXiaodong HeBo-Wen Zhou
2019-08-29
Generative Question Refinement with Deep Reinforcement Learning in Retrieval-based QA System
| Ye LiuChenwei ZhangXiaohui YanYi ChangPhilip S. Yu
2019-08-13
Retrosynthesis with Attention-Based NMT Model and Chemical Analysis of the "Wrong" Predictions
Hongliang DuanLing WangChengyun ZhangJianjun Li
2019-08-02
Learning the Dyck Language with Attention-based Seq2Seq Models
Xiang YuNgoc Thang VuJonas Kuhn
2019-08-01
Grammatical Sequence Prediction for Real-Time Neural Semantic Parsing
Chunyang XiaoChristoph TeichmannKonstantine Arkoudas
2019-07-25
ELI5: Long Form Question Answering
| Angela FanYacine JerniteEthan PerezDavid GrangierJason WestonMichael Auli
2019-07-22
WriterForcing: Generating more interesting story endings
| Prakhar GuptaVinayshekhar Bannihatti KumarMukul BhutaniAlan W. black
2019-07-18
Hierarchical Sequence to Sequence Voice Conversion with Limited Data
Praveen NarayananPunarjay ChakravartyFrancois CharetteGint Puskorius
2019-07-15
Activity2Vec: Learning ADL Embeddings from Sensor Data with a Sequence-to-Sequence Model
| Alireza GhodsDiane J. Cook
2019-07-12
Listen, Attend, Spell and Adapt: Speaker Adapted Sequence-to-Sequence ASR
Felix WeningerJesús Andrés-FerrerXinwei LiPuming Zhan
2019-07-08
Supervised Symbolic Music Style Translation Using Synthetic Data
| Ondřej CífkaUmut ŞimşekliGaël Richard
2019-07-04
Poetry to Prose Conversion in Sanskrit as a Linearisation Task: A Case for Low-Resource Languages
Amrith KrishnaVishnu SharmaBishal SantraAishik ChakrabortyPavankumar SatuluriPawan Goyal
2019-07-01
Exploring Sequence-to-Sequence Learning in Aspect Term Extraction
Dehong MaSujian LiFangzhao WuXing XieHoufeng Wang
2019-07-01
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder
Ryan BenmalekMadian KhabsaSuma DesuClaire CardieMichele Banko
2019-07-01
Incorporating Linguistic Constraints into Keyphrase Generation
Jing ZhaoYuxiang Zhang
2019-07-01
Confusionset-guided Pointer Networks for Chinese Spelling Check
Dingmin WangYi TayLi Zhong
2019-07-01
Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study
Tao GeXingxing ZhangFuru WeiMing Zhou
2019-07-01
Leveraging Text Repetitions and Denoising Autoencoders in OCR Post-correction
Kai HakalaAleksi VesantoNiko MiekkaTapio SalakoskiFilip Ginter
2019-06-26
Constrained Decoding for Neural NLG from Compositional Representations in Task-Oriented Dialogue
| Anusha BalakrishnanJinfeng RaoKartikeya UpasaniMichael WhiteRajen Subba
2019-06-17
A Hierarchical Attention Based Seq2seq Model for Chinese Lyrics Generation
Haoshen FanJie WangBojin ZhuangShaojun WangJing Xiao
2019-06-15
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Mechanism
Ryan Y. BenmalekMadian KhabsaSuma DesuClaire CardieMichele 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 WuXuancheng RenFuli LuoXu sun
2019-06-05
Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study
| Chinnadhurai SankarSandeep SubramanianChristopher PalSarath ChandarYoshua Bengio
2019-06-04
A Survey of Natural Language Generation Techniques with a Focus on Dialogue Systems - Past, Present and Future Directions
Sashank SanthanamSamira Shaikh
2019-06-02
Neural Finite-State Transducers: Beyond Rational Relations
Chu-Cheng LinHao ZhuMatthew R. GormleyJason Eisner
2019-06-01
A Corpus of Negations and their Underlying Positive Interpretations
Zahra SarabiErin KillianEduardo BlancoAlexis 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.ChAravindan raboseSrinethe Sharavanan
2019-06-01
Clustering and Recognition of Spatiotemporal Features through Interpretable Embedding of Sequence to Sequence Recurrent Neural Networks
Kun SuEli Shlizerman
2019-05-29
Quantifying Exposure Bias for Neural Language Generation
Tianxing HeJingzhao ZhangZhiming ZhouJames Glass
2019-05-25
CNNs found to jump around more skillfully than RNNs: Compositional generalization in seq2seq convolutional networks
Roberto DessìMarco Baroni
2019-05-21
A Case Study: Exploiting Neural Machine Translation to Translate CUDA to OpenCL
Yonghae KimHyesoon Kim
2019-05-18
Learning to Groove with Inverse Sequence Transformations
Jon GillickAdam RobertsJesse EngelDouglas EckDavid Bamman
2019-05-14
Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations
Meishan ZhangZhenghua LiGuohong FuMin Zhang
2019-05-08
Minimum Divergence vs. Maximum Margin: an Empirical Comparison on Seq2Seq Models
Huan ZhangHai Zhao
2019-05-01
On Meaning-Preserving Adversarial Perturbations for Sequence-to-Sequence Models
Paul MichelGraham NeubigXi-An LiJuan Miguel Pino
2019-05-01
An Adversarial Learning Framework For A Persona-Based Multi-Turn Dialogue Model
Oluwatobi OlabiyiAnish KhazaneAlan SalimovErik T. Mueller
2019-04-29
A Persona-based Multi-turn Conversation Model in an Adversarial Learning Framework
Oluwatobi O. OlabiyiAnish KhazaneErik T. Mueller
2019-04-29
Condition-Transforming Variational AutoEncoder for Conversation Response Generation
Yu-Ping RuanZhen-Hua LingQuan LiuZhigang ChenNitin Indurkhya
2019-04-24
Point-less: More Abstractive Summarization with Pointer-Generator Networks
Freek BoutkanJorn RanzijnDavid RauEelco van der Wel
2019-04-18
Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification
| Reno KrizJoão SedocMarianna ApidianakiCarolina ZhengGaurav KumarEleni MiltsakakiChris Callison-Burch
2019-04-04
Neutron: An Implementation of the Transformer Translation Model and its Variants
| Hongfei XuQiuhui Liu
2019-03-18
On Evaluation of Adversarial Perturbations for Sequence-to-Sequence Models
| Paul MichelXi-An LiGraham NeubigJuan 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 HoskingSebastian Riedel
2019-02-28
FastFusionNet: New State-of-the-Art for DAWNBench SQuAD
| Felix WuBoyi LiLequn WangNi LaoJohn BlitzerKilian Q. Weinberger
2019-02-28
Improving Neural Response Diversity with Frequency-Aware Cross-Entropy Loss
| Shaojie JiangPengjie RenChristof MonzMaarten de Rijke
2019-02-25
Transfer Learning for Sequences via Learning to Collocate
Wanyun CuiGuangyu ZhengZhiqiang ShenSihang JiangWei Wang
2019-02-25
A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization
| Wonseok HwangJinyeong YimSeunghyun ParkMinjoon Seo
2019-02-04
Neural Related Work Summarization with a Joint Context-driven Attention Mechanism
| Yongzhen WangXiaozhong LiuZheng Gao
2019-01-28
Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge
Ondřej DušekJekaterina NovikovaVerena Rieser
2019-01-23
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents
| Thomas WolfVictor SanhJulien ChaumondClement Delangue
2019-01-23
An Adversarial Approach to High-Quality, Sentiment-Controlled Neural Dialogue Generation
Xiang KongBohan LiGraham NeubigEduard HovyYiming Yang
2019-01-22
Predicting the Mumble of Wireless Channel with Sequence-to-Sequence Models
Yourui HuangfuJian WangRong LiChen XuXianbin WangHuazi ZhangJun Wang
2019-01-14
Zero Initialization of modified Gated Recurrent Encoder-Decoder Network for Short Term Load Forecasting
VedanshuM M Tripathi
2018-12-09
Neural Abstractive Text Summarization with Sequence-to-Sequence Models
| Tian ShiYaser KeneshlooNaren RamakrishnanChandan K. Reddy
2018-12-05
Improving Clinical Predictions through Unsupervised Time Series Representation Learning
Xinrui LyuMatthias HueserStephanie L. HylandGeorge ZerveasGunnar Raetsch
2018-12-02
Learning cross-lingual phonological and orthagraphic adaptations: a case study in improving neural machine translation between low-resource languages
| Saurav JhaAkhilesh SudhakarAnil Kumar Singh
2018-11-21
An Affect-Rich Neural Conversational Model with Biased Attention and Weighted Cross-Entropy Loss
| Peixiang ZhongDi WangChunyan Miao
2018-11-17
Seq2Seq Mimic Games: A Signaling Perspective
Juan LeniJohn LevineJohn Quigley
2018-11-15
Predicting the time-evolution of multi-physics systems with sequence-to-sequence models
K. D. HumbirdJ. L. PetersonR. G. McClarren
2018-11-14
AttS2S-VC: Sequence-to-Sequence Voice Conversion with Attention and Context Preservation Mechanisms
Kou TanakaHirokazu KameokaTakuhiro KanekoNobukatsu Hojo
2018-11-09
Analysis of Multilingual Sequence-to-Sequence speech recognition systems
Martin KarafiátMurali Karthick BaskarShinji WatanabeTakaaki HoriMatthew WiesnerJan "Honza'' Černocký
2018-11-07
ConvS2S-VC: Fully convolutional sequence-to-sequence voice conversion
Hirokazu KameokaKou TanakaDamian KwasnyTakuhiro KanekoNobukatsu Hojo
2018-11-05
Augmenting Neural Response Generation with Context-Aware Topical Attention
| Nouha DziriEhsan KamallooKory W. MathewsonOsmar Zaiane
2018-11-02
Evaluating Grammaticality in Seq2seq Models with a Broad Coverage HPSG Grammar: A Case Study on Machine Translation
Johnny WeiKhiem PhamBrendan O{'}ConnorBrian Dillon
2018-11-01
Debugging Sequence-to-Sequence Models with Seq2Seq-Vis
Hendrik StrobeltSebastian GehrmannMichael BehrischAdam PererHanspeter PfisterAlex Rusher
2018-11-01
Char2char Generation with Reranking for the E2E NLG Challenge
Shubham AgarwalMarc 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 ZhangSamuel Bowman
2018-11-01
Learning Comment Generation by Leveraging User-Generated Data
Zhaojiang LinGenta Indra WinataPascale 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 WinataAndrea MadottoChien-Sheng WuPascale Fung
2018-10-24
Multistep Speed Prediction on Traffic Networks: A Graph Convolutional Sequence-to-Sequence Learning Approach with Attention Mechanism
Zhengchao ZhangMeng LiXi LinYinhai WangFang He
2018-10-24
Sequence to Sequence Mixture Model for Diverse Machine Translation
Xuanli HeGholamreza HaffariMohammad Norouzi
2018-10-17
Robust Neural Abstractive Summarization Systems and Evaluation against Adversarial Information
Lisa FanDong YuLu Wang
2018-10-14
Multilingual sequence-to-sequence speech recognition: architecture, transfer learning, and language modeling
Jaejin ChoMurali Karthick BaskarRuizhi LiMatthew WiesnerSri Harish MallidiNelson YaltaMartin KarafiatShinji WatanabeTakaaki Hori
2018-10-04
Translating a Math Word Problem to a Expression Tree
Lei WangYan WangDeng CaiDongxiang ZhangXiaojiang Liu
2018-10-01
Language Modeling Teaches You More Syntax than Translation Does: Lessons Learned Through Auxiliary Task Analysis
Kelly W. ZhangSamuel R. Bowman
2018-09-26
Neural Transductive Learning and Beyond: Morphological Generation in the Minimal-Resource Setting
Katharina KannHinrich Schütze
2018-09-24
Latent Topic Conversational Models
Tsung-Hsien WenMinh-Thang Luong
2018-09-19
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language Generation
| Shang-Yu SuYun-Nung Chen
2018-09-19
Music Transformer
| Cheng-Zhi Anna HuangAshish VaswaniJakob UszkoreitNoam ShazeerIan SimonCurtis HawthorneAndrew M. DaiMatthew D. HoffmanMonica DinculescuDouglas Eck
2018-09-12
Retrieval-Enhanced Adversarial Training for Neural Response Generation
Qingfu ZhuLei CuiWei-Nan ZhangFuru WeiTing Liu
2018-09-12
A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification
Pengcheng YangShuming MaYi ZhangJunyang LinQi SuXu sun
2018-09-10
Logographic Subword Model for Neural Machine Translation
Yihao FangRong ZhengXiaodan Zhu
2018-09-07
Evaluating Syntactic Properties of Seq2seq Output with a Broad Coverage HPSG: A Case Study on Machine Translation
Johnny Tian-Zheng WeiKhiem PhamBrian DillonBrendan O'Connor
2018-09-06
Why are Sequence-to-Sequence Models So Dull? Understanding the Low-Diversity Problem of Chatbots
Shaojie JiangMaarten de Rijke
2018-09-06
Towards Automated Customer Support
| Momchil HardalovIvan KoychevPreslav Nakov
2018-09-02
A Tree-based Decoder for Neural Machine Translation
| Xinyi WangHieu PhamPengcheng YinGraham Neubig
2018-08-28
Training Deeper Neural Machine Translation Models with Transparent Attention
Ankur BapnaMia Xu ChenOrhan FiratYuan CaoYonghui Wu
2018-08-22
Improving Matching Models with Hierarchical Contextualized Representations for Multi-turn Response Selection
Chongyang TaoWei WuCan XuYansong FengDongyan ZhaoRui Yan
2018-08-22
Sememe Prediction: Learning Semantic Knowledge from Unstructured Textual Wiki Descriptions
Wei LiXuancheng RenDamai DaiYunfang WuHoufeng WangXu sun
2018-08-16
Abstractive Summarization Improved by WordNet-based Extractive Sentences
Niantao XieSujian LiHuiling RenQibin Zhai
2018-08-04
Natural Language Interface for Databases Using a Dual-Encoder Model
Ionel Alex HosuRadu Cristian Alex IacobruFlorin BradStefan RusetiTraian Rebedea
2018-08-01
Generating Reasonable and Diversified Story Ending Using Sequence to Sequence Model with Adversarial Training
Zhongyang LiXiao DingTing Liu
2018-08-01
Local String Transduction as Sequence Labeling
Joana RibeiroShashi NarayanShay B. CohenXavier Carreras
2018-08-01
Learning to Progressively Recognize New Named Entities with Sequence to Sequence Models
Lingzhen ChenAless Moschittiro
2018-08-01
Seq2seq Dependency Parsing
| Zuchao LiJiaxun CaiShexia HeHai Zhao
2018-08-01
News Article Teaser Tweets and How to Generate Them
| Sanjeev Kumar KarnMark BuckleyUlli WaltingerHinrich Schütze
2018-07-30
Abstractive and Extractive Text Summarization using Document Context Vector and Recurrent Neural Networks
Chandra KhatriGyanit SinghNish Parikh
2018-07-20
Rearranging the Familiar: Testing Compositional Generalization in Recurrent Networks
João LoulaMarco BaroniBrenden M. Lake
2018-07-19
Seq2Seq2Sentiment: Multimodal Sequence to Sequence Models for Sentiment Analysis
Hai PhamThomas ManziniPaul Pu LiangBarnabas Poczos
2018-07-11
Reaching Human-level Performance in Automatic Grammatical Error Correction: An Empirical Study
| Tao GeFuru WeiMing Zhou
2018-07-03
Learning Goal-Oriented Visual Dialog via Tempered Policy Gradient
| Rui ZhaoVolker Tresp
2018-07-02
Retrieve, Rerank and Rewrite: Soft Template Based Neural Summarization
Ziqiang CaoWenjie LiSujian LiFuru Wei
2018-07-01
Fluency Boost Learning and Inference for Neural Grammatical Error Correction
Tao GeFuru WeiMing Zhou
2018-07-01
Sequicity: Simplifying Task-oriented Dialogue Systems with Single Sequence-to-Sequence Architectures
| Wenqiang LeiXisen JinMin-Yen KanZhaochun RenXiangnan HeDawei Yin
2018-07-01
Tailored Sequence to Sequence Models to Different Conversation Scenarios
Hainan ZhangYanyan LanJiafeng GuoJun XuXue-Qi Cheng
2018-07-01
Improving Slot Filling in Spoken Language Understanding with Joint Pointer and Attention
Lin ZhaoZhe Feng
2018-07-01
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation
Poorya ZaremoodiWray BuntineGholamreza Haffari
2018-07-01
Split and Rephrase: Better Evaluation and Stronger Baselines
| Roee AharoniYoav Goldberg
2018-07-01
Prior Attention for Style-aware Sequence-to-Sequence Models
Lucas SterckxJohannes DeleuChris DevelderThomas Demeester
2018-06-25
What we need to learn if we want to do and not just talk
Rashmi GangadharaiahBalakrishnan NarayanaswamyCharles 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 KeneshlooTian ShiNaren RamakrishnanChandan K. Reddy
2018-05-24
Context-Aware Sequence-to-Sequence Models for Conversational Systems
Silje ChristensenSimen JohnsrudMassimiliano RuoccoHeri Ramampiaro
2018-05-22
Learning to Repair Software Vulnerabilities with Generative Adversarial Networks
Jacob HarerOnur OzdemirTomo LazovichChristopher P. RealeRebecca L. RussellLouis Y. KimPeter Chin
2018-05-18
Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization
| Shuming MaXu sunJunyang LinHoufeng Wang
2018-05-13
Split and Rephrase: Better Evaluation and a Stronger Baseline
| Roee AharoniYoav Goldberg
2018-05-02
The Best of Both Worlds: Combining Recent Advances in Neural Machine Translation
| Mia Xu ChenOrhan FiratAnkur BapnaMelvin JohnsonWolfgang MachereyGeorge FosterLlion JonesNiki ParmarMike SchusterZhifeng ChenYonghui WuMacduff Hughes
2018-04-26
Generating Descriptions from Structured Data Using a Bifocal Attention Mechanism and Gated Orthogonalization
| Preksha NemaShreyas ShettyParag JainAnirban LahaKarthik SankaranarayananMitesh M. Khapra
2018-04-20
Achieving Fluency and Coherency in Task-oriented Dialog
Rashmi GangadharaiahBalakrishnan NarayanaswamyCharles Elkan
2018-04-11
Scalable Sentiment for Sequence-to-sequence Chatbot Response with Performance Analysis
Chih-Wei LeeYau-Shian WangTsung-Yuan HsuKuan-Yu ChenHung-Yi LeeLin-shan Lee
2018-04-07
Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks
| Kun XuLingfei WuZhiguo WangYansong FengMichael WitbrockVadim Sheinin
2018-04-03
Seq2Sick: Evaluating the Robustness of Sequence-to-Sequence Models with Adversarial Examples
| Minhao ChengJin-Feng YiPin-Yu Chenhuan zhangCho-Jui Hsieh
2018-03-03
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact Descriptions
| Hai YeXin JiangZhunchen LuoWenHan Chao
2018-02-23
A Generative Modeling Approach to Limited Channel ECG Classification
Deepta RajanJayaraman J. Thiagarajan
2018-02-18
Recurrent Neural Network-Based Semantic Variational Autoencoder for Sequence-to-Sequence Learning
| Myeongjun JangSeungwan SeoPilsung Kang
2018-02-09
Exploration on Generating Traditional Chinese Medicine Prescription from Symptoms with an End-to-End method
Wei LiZheng YangXu sun
2018-01-27
MaskGAN: Better Text Generation via Filling in the _______
William FedusIan GoodfellowAndrew M. Dai
2018-01-01
ConvAMR: Abstract meaning representation parsing for legal document
| Lai Dac VietVu Trong SinhNguyen Le MinhKen Satoh
2017-11-16
Integrating User and Agent Models: A Deep Task-Oriented Dialogue System
Weiyan WangYuxiang WuYu ZhangZhongqi LuKaixiang MoQiang Yang
2017-11-10
Diversifying Neural Conversation Model with Maximal Marginal Relevance
Yiping SongZhiliang TianDongyan ZhaoMing ZhangRui Yan
2017-11-01
GeoSeq2Seq: Information Geometric Sequence-to-Sequence Networks
Alessandro BayBiswa 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 BayBiswa Sengupta
2017-10-11
To prune, or not to prune: exploring the efficacy of pruning for model compression
| Michael ZhuSuyog Gupta
2017-10-05
Unsupervised Pretraining for Sequence to Sequence Learning
RamachPrajit ranPeter LiuQuoc Le
2017-09-01
Neural Response Generation via GAN with an Approximate Embedding Layer
Zhen XuBingquan LiuBaoxun WangChengjie SunXiaolong WangZhuoran WangChao Qi
2017-09-01
Stack-based Multi-layer Attention for Transition-based Dependency Parsing
Zhirui ZhangShujie LiuMu LiMing ZhouEnhong Chen
2017-09-01
Towards Implicit Content-Introducing for Generative Short-Text Conversation Systems
Lili YaoYaoyuan ZhangYansong FengDongyan ZhaoRui Yan
2017-09-01
SPARQL as a Foreign Language
| Tommaso SoruEdgard MarxDiego MoussallemGustavo PublioAndré ValdestilhasDiego EstevesCiro Baron Neto
2017-08-25
Cold Fusion: Training Seq2Seq Models Together with Language Models
Anuroop SriramHeewoo JunSanjeev SatheeshAdam Coates
2017-08-21
Domain Aware Neural Dialog System
Sajal ChoudharyPrerna SrivastavaLyle UngarJoão Sedoc
2017-08-02
Enterprise to Computer: Star Trek chatbot
| Grishma JenaMansi VashishtAbheek BasuLyle UngarJoão Sedoc
2017-08-02
Learned in Translation: Contextualized Word Vectors
| Bryan McCannJames BradburyCaiming XiongRichard Socher
2017-08-01
Exploring Neural Transducers for End-to-End Speech Recognition
Eric BattenbergJitong ChenRewon ChildAdam CoatesYashesh GaurYi LiHairong LiuSanjeev SatheeshDavid SeetapunAnuroop SriramZhenyao Zhu
2017-07-24
DeepProbe: Information Directed Sequence Understanding and Chatbot Design via Recurrent Neural Networks
Zi YinKeng-hao ChangRuofei Zhang
2017-07-18
AliMe Chat: A Sequence to Sequence and Rerank based Chatbot Engine
Minghui QiuFeng-Lin LiSiyu WangXing GaoYan ChenWeipeng ZhaoHaiqing ChenJun HuangWei Chu
2017-07-01
Towards Proof Synthesis Guided by Neural Machine Translation for Intuitionistic Propositional Logic
Taro SekiyamaAkifumi ImanishiKohei Suenaga
2017-06-20
ParlAI: A Dialog Research Software Platform
| Alexander H. MillerWill FengAdam FischJiasen LuDhruv BatraAntoine BordesDevi ParikhJason Weston
2017-05-18
Logical Parsing from Natural Language Based on a Neural Translation Model
Liang LiPengyu LiYifan LiuTao WanZengchang Qin
2017-05-09
DRAGNN: A Transition-based Framework for Dynamically Connected Neural Networks
| Lingpeng KongChris AlbertiDaniel AndorIvan BogatyyDavid Weiss
2017-03-13
A Knowledge-Grounded Neural Conversation Model
| Marjan GhazvininejadChris BrockettMing-Wei ChangBill DolanJianfeng GaoWen-tau YihMichel Galley
2017-02-07
Towards better decoding and language model integration in sequence to sequence models
Jan ChorowskiNavdeep Jaitly
2016-12-08
Joint Copying and Restricted Generation for Paraphrase
Ziqiang CaoChuwei LuoWenjie LiSujian Li
2016-11-28
Unsupervised Pretraining for Sequence to Sequence Learning
Prajit RamachandranPeter J. LiuQuoc V. Le
2016-11-08
A multi-task learning model for malware classification with useful file access pattern from API call sequence
Xin WangSiu Ming Yiu
2016-10-19
Cseq2seq: Cyclic Sequence-to-Sequence Learning
Biao ZhangDeyi XiongJinsong Su
2016-07-29
CFGs-2-NLU: Sequence-to-Sequence Learning for Mapping Utterances to Semantics and Pragmatics
Adam James SummervilleJames RyanMichael MateasNoah Wardrip-Fruin
2016-07-22
Neural Contextual Conversation Learning with Labeled Question-Answering Pairs
Kun XiongAnqi CuiZefeng ZhangMing Li
2016-07-20
sk_p: a neural program corrector for MOOCs
Yewen PuKarthik NarasimhanArmando Solar-LezamaRegina Barzilay
2016-07-11
Towards Abstraction from Extraction: Multiple Timescale Gated Recurrent Unit for Summarization
Minsoo KimMoirangthem Dennis SinghMinho Lee
2016-07-04
Sequence-to-Sequence Learning as Beam-Search Optimization
| Sam WisemanAlexander M. Rush
2016-06-09
Incorporating Copying Mechanism in Sequence-to-Sequence Learning
| Jiatao GuZhengdong LuHang LiVictor O. K. Li
2016-03-21
Order Matters: Sequence to sequence for sets
| Oriol VinyalsSamy BengioManjunath Kudlur
2015-11-19
Sequence to Sequence Learning with Neural Networks
| Ilya SutskeverOriol VinyalsQuoc V. Le
2014-09-10

Tasks

Components

COMPONENT TYPE
LSTM
Recurrent Neural Networks

Categories