Bidirectional LSTM

A Bidirectional LSTM, or biLSTM, is a sequence processing model that consists of two LSTMs: one taking the input in a forward direction, and the other in a backwards direction. BiLSTMs effectively increase the amount of information available to the network, improving the context available to the algorithm (e.g. knowing what words immediately follow and precede a word in a sentence).

Image Source: Modelling Radiological Language with Bidirectional Long Short-Term Memory Networks, Cornegruta et al

Latest Papers

PAPER DATE
Learning Speaker Embedding from Text-to-Speech
| Jaejin ChoPiotr ZelaskoJesus VillalbaShinji WatanabeNajim Dehak
2020-10-21
Unsupervised Natural Language Inference via Decoupled Multimodal Contrastive Learning
Wanyun CuiGuangyu ZhengWei Wang
2020-10-16
Improving Compositional Generalization in Semantic Parsing
| Inbar OrenJonathan HerzigNitish GuptaMatt GardnerJonathan Berant
2020-10-12
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations
| Shauli RavfogelYanai ElazarJacob GoldbergerYoav Goldberg
2020-10-11
Data Agnostic RoBERTa-based Natural Language to SQL Query Generation
| Debaditya PalHarsh SharmaKaustubh Chaudhari
2020-10-11
Grid Tagging Scheme for Aspect-oriented Fine-grained Opinion Extraction
Zhen WuChengcan YingFei ZhaoZhifang FanXinyu DaiRui Xia
2020-10-09
Non-Attentive Tacotron: Robust and Controllable Neural TTS Synthesis Including Unsupervised Duration Modeling
Jonathan ShenYe JiaMike ChrzanowskiYu ZhangIsaac EliasHeiga ZenYonghui Wu
2020-10-08
Masked ELMo: An evolution of ELMo towards fully contextual RNN language models
Gregory SenayEmmanuelle Salin
2020-10-08
Improving Context Modeling in Neural Topic Segmentation
Linzi XingBrad HackinenGiuseppe CareniniFrancesco Trebbi
2020-10-07
ELMo and BERT in semantic change detection for Russian
Julia RodinaYuliya TrofimovaAndrey KutuzovEkaterina Artemova
2020-10-07
Joint Turn and Dialogue level User Satisfaction Estimation on Multi-Domain Conversations
Praveen Kumar BodigutlaAditya TiwariJosep Vallas VargasLazaros PolymenakosSpyros Matsoukas
2020-10-06
Sequence-to-Sequence Learning for Indonesian Automatic Question Generator
Ferdiant Joshua MuisAyu Purwarianti
2020-09-29
Fancy Man Lauches Zippo at WNUT 2020 Shared Task-1: A Bert Case Model for Wet Lab Entity Extraction
Haoding MengQingcheng ZengXiaoyang FangZhexin Liang
2020-09-28
Metaphor Detection using Deep Contextualized Word Embeddings
Shashwat AggarwalRamesh Singh
2020-09-26
Abstractive Information Extraction from Scanned Invoices (AIESI) using End-to-end Sequential Approach
Shreeshiv PatelDvijesh Bhatt
2020-09-12
Multi-modal embeddings using multi-task learning for emotion recognition
Aparna KhareSrinivas ParthasarathyShiva Sundaram
2020-09-10
Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function
| Devendra Singh SachanManzil ZaheerRuslan Salakhutdinov
2020-09-08
Comparative Evaluation of Pretrained Transfer Learning Models on Automatic Short Answer Grading
Sasi Kiran GaddipatiDeebul NairPaul G. Plöger
2020-09-02
Multimodal Learning for Cardiovascular Risk Prediction using EHR Data
Ayoub BagheriT. Katrien J. GroenhofWouter B. VeldhuisPim A. de JongFolkert W. AsselbergsDaniel L. Oberski
2020-08-27
Transformer based Multilingual document Embedding model
Wei LiBrian Mak
2020-08-19
MICE: Mining Idioms with Contextual Embeddings
Tadej ŠkvorcPolona GantarMarko Robnik-Šikonja
2020-08-13
SpeedySpeech: Efficient Neural Speech Synthesis
Jan VainerOndřej Dušek
2020-08-09
Assessing Demographic Bias in Named Entity Recognition
Shubhanshu MishraSijun HeLuca Belli
2020-08-08
Speech Separation Based on Multi-Stage Elaborated Dual-Path Deep BiLSTM with Auxiliary Identity Loss
Ziqiang ShiRujie LiuJiqing Han
2020-08-06
Hybrid Transformer/CTC Networks for Hardware Efficient Voice Triggering
Saurabh AdyaVineet GargSiddharth SigtiaPramod SimhaChandra Dhir
2020-08-05
One Model, Many Languages: Meta-learning for Multilingual Text-to-Speech
| Tomáš NekvindaOndřej Dušek
2020-08-03
A Study of fastText Word Embedding Effects in Document Classification in Bangla Language
| Pritom MojumderMahmudul HasanMd. Faruque HossainK. M. Azharul Hasan
2020-07-30
YNU-HPCC at SemEval-2020 Task 8: Using a Parallel-Channel Model for Memotion Analysis
Li YuanJin WangXuejie Zhang
2020-07-28
Towards Debiasing Sentence Representations
Paul Pu LiangIrene Mengze LiEmily ZhengYao Chong LimRuslan SalakhutdinovLouis-Philippe Morency
2020-07-16
Bayesian multilingual topic model for zero-shot cross-lingual topic identification
Santosh KesirajuSangeet SagarOndřej GlembekLukáš BurgetSuryakanth V Gangashetty
2020-07-02
Enhancing Cross-target Stance Detection with Transferable Semantic-Emotion Knowledge
Bowen ZhangMin YangXutao LiYunming YeXiaofei XuKuai Dai
2020-07-01
Interpreting Pretrained Contextualized Representations via Reductions to Static Embeddings
Rishi BommasaniKelly DavisClaire Cardie
2020-07-01
Towards Debiasing Sentence Representations
Paul Pu LiangIrene Mengze LiEmily ZhengYao Chong LimRuslan SalakhutdinovLouis-Philippe Morency
2020-07-01
Clinical Concept Linking with Contextualized Neural Representations
Elliot SchumacherAndriy MulyarMark Dredze
2020-07-01
Why is penguin more similar to polar bear than to sea gull? Analyzing conceptual knowledge in distributional models
Pia Sommerauer
2020-07-01
Context-Aware Sarcasm Detection Using BERT
Arup BaruahKaushik DasFerdous BarbhuiyaKuntal Dey
2020-07-01
Character aware models with similarity learning for metaphor detection
Tarun KumarYashvardhan Sharma
2020-07-01
Integrating Graph-Based and Transition-Based Dependency Parsers in the Deep Contextualized Era
Agnieszka FalenskaAnders Bj{\"o}rkelundJonas Kuhn
2020-07-01
A Study on the Influence of Architecture Complexity of RNNs for Intent Classification in E-Commerce Chats in Bahasa Indonesia
Renny Pradina KusumawardaniMuhammad Azzam
2020-07-01
Token Level Identification of Multiword Expressions Using Contextual Information
REYHANEH HASHEMPOURAline Villavicencio
2020-07-01
ECPE-2D: Emotion-Cause Pair Extraction based on Joint Two-Dimensional Representation, Interaction and Prediction
| Zixiang DingRui XiaJianfei Yu
2020-07-01
Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer
Jianfei YuJing JiangLi YangRui Xia
2020-07-01
Interpreting Hierarchical Linguistic Interactions in DNNs
Die ZhangHuilin ZhouXiaoyi BaoDa HuoRuizhao ChenXu ChengHao ZhangMengyue WuQuanshi Zhang
2020-06-29
SPARQL query generation for complex question answering with BERT and BiLSTM-based model
| Evseev D. A.Arkhipov M. Yu.
2020-06-17
CBR-Net: Cascade Boundary Refinement Network for Action Detection: Submission to ActivityNet Challenge 2020 (Task 1)
Xiang WangBaiteng MaZhiwu QingYongpeng SangChangxin GaoShiwei ZhangNong Sang
2020-06-13
A Monolingual Approach to Contextualized Word Embeddings for Mid-Resource Languages
Pedro Javier Ortiz SuárezLaurent RomaryBenoît Sagot
2020-06-11
Deceiving computers in Reverse Turing Test through Deep Learning
| Jimut Bahan Pal
2020-06-01
A Comparative Study of Lexical Substitution Approaches based on Neural Language Models
Nikolay ArefyevBoris SheludkoAlexander PodolskiyAlexander Panchenko
2020-05-29
On Incorporating Structural Information to improve Dialogue Response Generation
| Nikita MoghePriyesh VijayanBalaraman RavindranMitesh M. Khapra
2020-05-28
BEEP! Korean Corpus of Online News Comments for Toxic Speech Detection
| Jihyung MoonWon Ik ChoJunbum Lee
2020-05-26
AutoSUM: Automating Feature Extraction and Multi-user Preference Simulation for Entity Summarization
Dongjun WeiYaxin LiuFuqing ZhuLiangjun ZangWei ZhouYijun LuSonglin Hu
2020-05-25
MASK: A flexible framework to facilitate de-identification of clinical texts
Nikola MilosevicGangamma KalappaHesam DadafarinMahmoud AzimaeeGoran Nenadic
2020-05-24
Bootstrapping Named Entity Recognition in E-Commerce with Positive Unlabeled Learning
Hanchu ZhangLeonhard HennigChristoph AltChangjian HuYao MengChao Wang
2020-05-22
NIT-Agartala-NLP-Team at SemEval-2020 Task 8: Building Multimodal Classifiers to tackle Internet Humor
Steve Durairaj SwamyShubham LaddhaBasil AbdussalamDebayan DattaAnupam Jamatia
2020-05-14
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition
Gizem ArasDidem MakarogluSeniz DemirAltan Cakir
2020-05-14
On the Robustness of Language Encoders against Grammatical Errors
Fan YinQuanyu LongTao MengKai-Wei Chang
2020-05-12
Flowtron: an Autoregressive Flow-based Generative Network for Text-to-Speech Synthesis
| Rafael ValleKevin ShihRyan PrengerBryan Catanzaro
2020-05-12
LinCE: A Centralized Benchmark for Linguistic Code-switching Evaluation
Gustavo AguilarSudipta KarThamar Solorio
2020-05-09
Spying on your neighbors: Fine-grained probing of contextual embeddings for information about surrounding words
Josef KlafkaAllyson Ettinger
2020-05-04
Analyzing ELMo and DistilBERT on Socio-political News Classification
Berfu B{\"u}y{\"u}k{\"o}zAli H{\"u}rriyeto{\u{g}}luArzucan {\"O}zg{\"u}r
2020-05-01
French Contextualized Word-Embeddings with a sip of CaBeRnet: a New French Balanced Reference Corpus
Murielle Popa-FabrePedro Javier Ortiz Su{\'a}rezBeno{\^\i}t Sagot{\'E}ric de la Clergerie
2020-05-01
From Arabic Sentiment Analysis to Sarcasm Detection: The ArSarcasm Dataset
Ibrahim Abu FarhaWalid Magdy
2020-05-01
``A Passage to India'': Pre-trained Word Embeddings for Indian Languages
Saurav KumarSaunack KumarDiptesh KanojiaPushpak Bhattacharyya
2020-05-01
MTSI-BERT: A Session-aware Knowledge-based Conversational Agent
| Matteo Antonio SeneseGiuseppe RizzoMauro DragoniMaurizio Morisio
2020-05-01
Building a Task-oriented Dialog System for Languages with no Training Data: the Case for Basque
Maddalen L{\'o}pez de LacalleXabier SaralegiI{\~n}aki San Vicente
2020-05-01
Facilitating Corpus Usage: Making Icelandic Corpora More Accessible for Researchers and Language Users
Stein{\th}{\'o}r Steingr{\'\i}mssonStarka{\dh}ur BarkarsonGunnar Thor {\"O}rn{\'o}lfsson
2020-05-01
Hedwig: A Named Entity Linker
Marcus KlangPierre Nugues
2020-05-01
High Quality ELMo Embeddings for Seven Less-Resourced Languages
Matej Ul{\v{c}}arMarko Robnik-{\v{S}}ikonja
2020-05-01
Is Language Modeling Enough? Evaluating Effective Embedding Combinations
Rudolf SchneiderTom OberhauserPaul GrundmannFelix Alex GerserAlex LoesererSteffen Staab
2020-05-01
Dependency Parsing for Urdu: Resources, Conversions and Learning
Toqeer EhsanMiriam Butt
2020-05-01
AIA-BDE: A Corpus of FAQs in Portuguese and their Variations
Hugo Gon{\c{c}}alo OliveiraJo{\~a}o FerreiraJos{\'e} SantosPedro FialhoRicardo RodriguesLuisa CoheurAna Alves
2020-05-01
Improving Neural Metaphor Detection with Visual Datasets
Gitit KehatJames Pustejovsky
2020-05-01
One Classifier for All Ambiguous Words: Overcoming Data Sparsity by Utilizing Sense Correlations Across Words
Prafulla Kumar ChoubeyRuihong Huang
2020-05-01
KLEJ: Comprehensive Benchmark for Polish Language Understanding
| Piotr RybakRobert MroczkowskiJanusz TraczIreneusz Gawlik
2020-05-01
SciREX: A Challenge Dataset for Document-Level Information Extraction
| Sarthak JainMadeleine van ZuylenHannaneh HajishirziIz Beltagy
2020-05-01
Enriched Pre-trained Transformers for Joint Slot Filling and Intent Detection
Momchil HardalovIvan KoychevPreslav Nakov
2020-04-30
Interpretable Entity Representations through Large-Scale Typing
Yasumasa OnoeGreg Durrett
2020-04-30
Do Neural Language Models Show Preferences for Syntactic Formalisms?
Artur KulmizevVinit RavishankarMostafa AbdouJoakim Nivre
2020-04-29
Asking without Telling: Exploring Latent Ontologies in Contextual Representations
Julian MichaelJan A. BothaIan Tenney
2020-04-29
SCELMo: Source Code Embeddings from Language Models
Rafael - Michael KarampatsisCharles Sutton
2020-04-28
DomBERT: Domain-oriented Language Model for Aspect-based Sentiment Analysis
Hu XuBing LiuLei ShuPhilip S. Yu
2020-04-28
Semi-Supervised Neural System for Tagging, Parsing and Lematization
| Piotr RybakAlina Wróblewska
2020-04-26
Learning the grammar of prescription: recurrent neural network grammars for medication information extraction in clinical texts
Ivan LernerJordan JouffroyAnita BurgunAntoine Neuraz
2020-04-24
Learning to Classify Intents and Slot Labels Given a Handful of Examples
Jason KroneYi ZhangMona Diab
2020-04-22
Kvistur 2.0: a BiLSTM Compound Splitter for Icelandic
Jón Friðrik DaðasonDavid Erik MollbergHrafn LoftssonKristín Bjarnadóttir
2020-04-16
Improving Disfluency Detection by Self-Training a Self-Attentive Model
| Paria Jamshid LouMark Johnson
2020-04-11
DeepSentiPers: Novel Deep Learning Models Trained Over Proposed Augmented Persian Sentiment Corpus
| Javad PourMostafa Roshan SharamiParsa Abbasi SarabestaniSeyed Abolghasem Mirroshandel
2020-04-11
DialBERT: A Hierarchical Pre-Trained Model for Conversation Disentanglement
Tianda LiJia-Chen GuXiaodan ZhuQuan LiuZhen-Hua LingZhiming SuSi Wei
2020-04-08
SCATTER: Selective Context Attentional Scene Text Recognizer
Ron LitmanOron AnschelShahar TsiperRoee LitmanShai MazorR. Manmatha
2020-03-25
Semantic-based End-to-End Learning for Typhoon Intensity Prediction
| Hamada M. ZaheraMohamed Ahmed SherifAxel Ngonga
2020-03-22
A Survey on Contextual Embeddings
| Qi LiuMatt J. KusnerPhil Blunsom
2020-03-16
Parsing Early Modern English for Linguistic Search
Seth KulickNeville Ryant
2020-02-24
HHH: An Online Medical Chatbot System based on Knowledge Graph and Hierarchical Bi-Directional Attention
| Qiming BaoLin NiJiamou Liu
2020-02-08
Fully-hierarchical fine-grained prosody modeling for interpretable speech synthesis
Guangzhi SunYu ZhangRon J. WeissYuan CaoHeiga ZenYonghui Wu
2020-02-06
WaveTTS: Tacotron-based TTS with Joint Time-Frequency Domain Loss
Rui LiuBerrak SismanFeilong BaoGuanglai GaoHaizhou Li
2020-02-02
La Furca: Iterative Context-Aware End-to-End Monaural Speech Separation Based on Dual-Path Deep Parallel Inter-Intra Bi-LSTM with Attention
Ziqiang ShiRujie LiuJiqing Han
2020-01-23
A Unified System for Aggression Identification in English Code-Mixed and Uni-Lingual Texts
Anant KhandelwalNiraj Kumar
2020-01-15
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations
Anonymous
2020-01-01
Tha3aroon at NSURL-2019 Task 8: Semantic Question Similarity in Arabic
| Ali FadelIbraheem TuffahaMahmoud Al-Ayyoub
2019-12-28
Probing the phonetic and phonological knowledge of tones in Mandarin TTS models
| Jian Zhu
2019-12-23
Learning and Evaluating Contextual Embedding of Source Code
| Aditya KanadePetros ManiatisGogul BalakrishnanKensen Shi
2019-12-21
Long-length Legal Document Classification
Lulu WanGeorge PapageorgiouMichael SeddonMirko Bernardoni
2019-12-14
Efficient Convolutional Neural Networks for Diacritic Restoration
Sawsan AlqahtaniAjay MishraMona Diab
2019-12-14
Towards Robust Toxic Content Classification
Keita KuritaAnna BelovaAntonios Anastasopoulos
2019-12-14
Can AI Generate Love Advice?: Toward Neural Answer Generation for Non-Factoid Questions
Makoto Nakatsuji
2019-12-06
A Comparative Study of Pretrained Language Models on Thai Social Text Categorization
Thanapapas HorsuwanKasidis KanwatcharaPeerapon VateekulBoonserm Kijsirikul
2019-12-03
High Quality ELMo Embeddings for Seven Less-Resourced Languages
Matej UlčarMarko Robnik-Šikonja
2019-11-22
A Comparative Analysis of Forecasting Financial Time Series Using ARIMA, LSTM, and BiLSTM
Sima Siami-NaminiNeda TavakoliAkbar Siami Namin
2019-11-21
Question Generation from Paragraphs: A Tale of Two Hierarchical Models
Vishwajeet KumarRaktim ChakiSai Teja TalluriGanesh RamakrishnanYuan-Fang LiGholamreza Haffari
2019-11-08
Hierarchical Contextualized Representation for Named Entity Recognition
Ying LuoFengshun XiaoHai Zhao
2019-11-06
A Deep Learning approach for Hindi Named Entity Recognition
Bansi ShahSunil Kumar Kopparapu
2019-11-05
Incremental Sense Weight Training for the Interpretation of Contextualized Word Embeddings
Xinyi JiangZhengzhe YangJinho D. Choi
2019-11-05
GRAPHENE: A Precise Biomedical Literature Retrieval Engine with Graph Augmented Deep Learning and External Knowledge Empowerment
Sendong ZhaoChang SuAndrea SbonerFei Wang
2019-11-02
Sentence-Level Propaganda Detection in News Articles with Transfer Learning and BERT-BiLSTM-Capsule Model
George-Alex VladruMircea-Adrian TanaseCristian OnoseDumitru-Clementin Cercel
2019-11-01
[email protected]: a Sequence-labeling Approach to Concept Recognition
Lenz FurrerJoseph CorneliusFabio Rinaldi
2019-11-01
BME-UW at SRST-2019: Surface realization with Interpreted Regular Tree Grammars
{\'A}d{\'a}m Kov{\'a}csEvelin {\'A}csJudit {\'A}csAndras KornaiG{\'a}bor Recski
2019-11-01
TUPA at MRP 2019: A Multi-Task Baseline System
Daniel HershcovichOfir Arviv
2019-11-01
JBNU at MRP 2019: Multi-level Biaffine Attention for Semantic Dependency Parsing
Seung-Hoon NaJinwoon MinKwanghyeon ParkJong-Hun ShinYoung-Kil Kim
2019-11-01
On Sentence Representations for Propaganda Detection: From Handcrafted Features to Word Embeddings
Andr{\'e} Ferreira CruzGil RochaHenrique Lopes Cardoso
2019-11-01
Named Entity Recognition - Is There a Glass Ceiling?
Tomasz StanislawekAnna Wr{\'o}blewskaAlicja W{\'o}jcickaDaniel ZiembickiPrzemyslaw Biecek
2019-11-01
The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization
Simeng SunAni Nenkova
2019-11-01
Unsupervised Labeled Parsing with Deep Inside-Outside Recursive Autoencoders
Andrew DrozdovPatrick VergaYi-Pei ChenMohit IyyerAndrew McCallum
2019-11-01
What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition
Ting-Yun ChangYun-Nung Chen
2019-11-01
Semi-Supervised Semantic Role Labeling with Cross-View Training
Rui CaiMirella Lapata
2019-11-01
JUSTDeep at NLP4IF 2019 Task 1: Propaganda Detection using Ensemble Deep Learning Models
Hani Al-OmariMalak AbdullahOla AlTitiSamira Shaikh
2019-11-01
[email protected]: Propaganda Detection from News Articles using Transfer Learning
Kartik AggarwalAnubhav Sadana
2019-11-01
Reevaluating Argument Component Extraction in Low Resource Settings
Anirudh JoshiTimothy BaldwinRichard SinnottCecile Paris
2019-11-01
Sentence Embeddings for Russian NLU
Dmitry PopovAlexander PugachevPolina SvyatokumElizaveta SvitankoEkaterina Artemova
2019-10-29
Word-level Textual Adversarial Attacking as Combinatorial Optimization
| Yuan ZangFanchao QiChenghao YangZhiyuan LiuMeng ZhangQun LiuMaosong Sun
2019-10-27
Mellotron: Multispeaker expressive voice synthesis by conditioning on rhythm, pitch and global style tokens
| Rafael ValleJason LiRyan PrengerBryan Catanzaro
2019-10-26
Evolution of transfer learning in natural language processing
Aditya MaltePratik Ratadiya
2019-10-16
Why Attention? Analyzing and Remedying BiLSTM Deficiency in Modeling Cross-Context for NER
Peng-Hsuan LiTsu-Jui FuWei-Yun Ma
2019-10-07
Named Entity Recognition -- Is there a glass ceiling?
| Tomasz StanislawekAnna WróblewskaAlicja WójcickaDaniel ZiembickiPrzemyslaw Biecek
2019-10-06
Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks
Igor ShalyminovSungjin LeeArash EshghiOliver Lemon
2019-10-03
Hierarchical Multi-Task Natural Language Understanding for Cross-domain Conversational AI: HERMIT NLU
| Andrea VanzoEmanuele BastianelliOliver Lemon
2019-10-02
Specializing Word Embeddings (for Parsing) by Information Bottleneck
Xiang Lisa LiJason Eisner
2019-10-01
Fine-tune Bert for DocRED with Two-step Process
Hong WangChristfried FockeRob SylvesterNilesh MishraWilliam Wang
2019-09-26
Extreme Language Model Compression with Optimal Subwords and Shared Projections
Sanqiang ZhaoRaghav GuptaYang SongDenny Zhou
2019-09-25
Does BERT Make Any Sense? Interpretable Word Sense Disambiguation with Contextualized Embeddings
| Gregor WiedemannSteffen RemusAvi ChawlaChris Biemann
2019-09-23
Subword ELMo
| Jiangtong LiHai ZhaoZuchao LiWei BiXiaojiang Liu
2019-09-18
UER: An Open-Source Toolkit for Pre-training Models
| Zhe ZhaoHui ChenJinbin ZhangXin ZhaoTao LiuWei LuXi ChenHaotang DengQi JuXiaoyong Du
2019-09-12
Retrofitting Contextualized Word Embeddings with Paraphrases
Weijia ShiMuhao ChenPei ZhouKai-Wei Chang
2019-09-12
From English to Code-Switching: Transfer Learning with Strong Morphological Clues
Gustavo AguilarThamar Solorio
2019-09-11
Multimodal Embeddings from Language Models
| Shao-Yen TsengPanayiotis GeorgiouShrikanth Narayanan
2019-09-10
Designing and Interpreting Probes with Control Tasks
| John HewittPercy Liang
2019-09-08
To lemmatize or not to lemmatize: how word normalisation affects ELMo performance in word sense disambiguation
Andrey KutuzovElizaveta Kuzmenko
2019-09-06
Semantics-aware BERT for Language Understanding
| Zhuosheng ZhangYuwei WuHai ZhaoZuchao LiShuailiang ZhangXi ZhouXiang Zhou
2019-09-05
Aspect Detection using Word and Char Embeddings with (Bi)LSTM and CRF
Łukasz AugustyniakTomasz KajdanowiczPrzemysław Kazienko
2019-09-03
How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings
Kawin Ethayarajh
2019-09-02
Multilingual Probing of Deep Pre-Trained Contextual Encoders
Vinit RavishankarMemduh G{\"o}k{\i}rmakLilja {\O}vrelidErik Velldal
2019-09-01
Neural Feature Extraction for Contextual Emotion Detection
Elham MohammadiHessam AminiLeila Kosseim
2019-09-01
Evaluation of vector embedding models in clustering of text documents
Tomasz WalkowiakMateusz Gniewkowski
2019-09-01
Predicting Sentiment of Polish Language Short Texts
Aleks WawererJulita Sobiczewska
2019-09-01
Evaluation of Stacked Embeddings for Bulgarian on the Downstream Tasks POS and NERC
Iva Marinova
2019-09-01
Speculation and Negation detection in French biomedical corpora
Cl{\'e}ment DallouxVincent ClaveauNatalia Grabar
2019-09-01
Quasi Bidirectional Encoder Representations from Transformers for Word Sense Disambiguation
Michele BevilacquaRoberto Navigli
2019-09-01
Sparse Victory -- A Large Scale Systematic Comparison of count-based and prediction-based vectorizers for text classification
Rupak ChakrabortyAshima ElhenceKapil Arora
2019-09-01
Semantic Role Labeling with Pretrained Language Models for Known and Unknown Predicates
Daniil LarionovArtem ShelmanovElena ChistovaIvan Smirnov
2019-09-01
Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations
| Mingda ChenZewei ChuKevin Gimpel
2019-08-31
Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER
Phillip KeungYichao LuVikas Bhardwaj
2019-08-31
Scientific Statement Classification over arXiv.org
| Deyan GinevBruce R. Miller
2019-08-29
Why Attention? Analyze BiLSTM Deficiency and Its Remedies in the Case of NER
| Peng-Hsuan LiTsu-Jui FuWei-Yun Ma
2019-08-29
Shallow Syntax in Deep Water
Swabha SwayamdiptaMatthew PetersBrendan RoofChris DyerNoah A. Smith
2019-08-29
Onto Word Segmentation of the Complete Tang Poems
Chao-Lin Liu
2019-08-28
On the Effectiveness of Low-Rank Matrix Factorization for LSTM Model Compression
Genta Indra WinataAndrea MadottoJamin ShinElham J. BareziPascale Fung
2019-08-27
Rethinking Attribute Representation and Injection for Sentiment Classification
| Reinald Kim Amplayo
2019-08-26
Detecting Toxicity in News Articles: Application to Bulgarian
| Yoan DinkovIvan KoychevPreslav Nakov
2019-08-26
BERT for Coreference Resolution: Baselines and Analysis
| Mandar JoshiOmer LevyDaniel S. WeldLuke Zettlemoyer
2019-08-24
Adversarial Domain Adaptation for Machine Reading Comprehension
Huazheng WangZhe GanXiaodong LiuJingjing LiuJianfeng GaoHongning Wang
2019-08-24
Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing
Milan StrakaJana StrakováJan Hajič
2019-08-20
Neural Architectures for Nested NER through Linearization
| Jana StrakováMilan StrakaJan Hajič
2019-08-19
Scalable Attentive Sentence-Pair Modeling via Distilled Sentence Embedding
| Oren BarkanNoam RazinItzik MalkielOri KatzAvi CaciularuNoam Koenigstein
2019-08-14
BioFLAIR: Pretrained Pooled Contextualized Embeddings for Biomedical Sequence Labeling Tasks
| Shreyas SharmaRon Daniel Jr
2019-08-13
Beyond English-Only Reading Comprehension: Experiments in Zero-Shot Multilingual Transfer for Bulgarian
| Momchil HardalovIvan KoychevPreslav Nakov
2019-08-05
Semi-supervised Thai Sentence Segmentation Using Local and Distant Word Representations
Chanatip SaetiaEkapol ChuangsuwanichTawunrat ChalothornPeerapon Vateekul
2019-08-04
Augmenting Named Entity Recognition with Commonsense Knowledge
Gaith DekhiliTan Ngoc LeFatiha Sadat
2019-08-01
CBNU System for SIGMORPHON 2019 Shared Task 2: a Pipeline Model
Uygun ShadikhodjaevJae Sung Lee
2019-08-01
CUNI--Malta system at SIGMORPHON 2019 Shared Task on Morphological Analysis and Lemmatization in context: Operation-based word formation
Ronald CardenasClaudia BorgDaniel Zeman
2019-08-01
NCUEE at MEDIQA 2019: Medical Text Inference Using Ensemble BERT-BiLSTM-Attention Model
Lung-Hao LeeYi LuPo-Han ChenPo-Lei LeeKuo-Kai Shyu
2019-08-01
Detection of Adverse Drug Reaction Mentions in Tweets Using ELMo
Sarah Sarabadani
2019-08-01
The Role of Protected Class Word Lists in Bias Identification of Contextualized Word Representations
Jo{\~a}o SedocLyle Ungar
2019-08-01
SOURCE: SOURce-Conditional Elmo-style Model for Machine Translation Quality Estimation
Junpei ZhouZhisong ZhangZecong Hu
2019-08-01
Neural Mention Detection
| Juntao YuBernd BohnetMassimo Poesio
2019-07-29
Self-attention based BiLSTM-CNN classifier for the prediction of ischemic and non-ischemic cardiomyopathy
Kavita DubeyAnant AgarwalAstitwa Sarthak LatheRanjeet KumarVishal Srivastava
2019-07-24
Syntax-aware Neural Semantic Role Labeling
| Qingrong XiaZhenghua LiMin ZhangMeishan ZhangGuohong FuRui WangLuo Si
2019-07-22
Augmenting a BiLSTM tagger with a Morphological Lexicon and a Lexical Category Identification Step
| Steinþór SteingrímssonÖrvar KárasonHrafn Loftsson
2019-07-21
Multi-Granular Text Encoding for Self-Explaining Categorization
Zhiguo WangYue ZhangMo YuWei ZhangLin PanLinfeng SongKun XuYousef El-Kurdi
2019-07-19
Can Unconditional Language Models Recover Arbitrary Sentences?
Nishant SubramaniSamuel R. BowmanKyunghyun Cho
2019-07-10
Improving Chemical Named Entity Recognition in Patents with Contextualized Word Embeddings
Zenan ZhaiDat Quoc NguyenSaber A. AkhondiCamilo ThorneChristian DruckenbrodtTrevor CohnMichelle GregoryKarin Verspoor
2019-07-05
On-device Structured and Context Partitioned Projection Networks
Sujith RaviZornitsa Kozareva
2019-07-01
Latent Variable Sentiment Grammar
| Liwen ZhangKewei TuYue Zhang
2019-06-29
Relating Simple Sentence Representations in Deep Neural Networks and the Brain
Sharmistha JatHao TangPartha TalukdarTom Mitchell
2019-06-27
LTG-Oslo Hierarchical Multi-task Network: The importance of negation for document-level sentiment in Spanish
Jeremy Barnes
2019-06-18
Transfer Learning for Causal Sentence Detection
Manolis KyriakakisIon AndroutsopoulosJoan Ginés i AmetlléArtur Saudabayev
2019-06-18
Context is Key: Grammatical Error Detection with Contextual Word Representations
Samuel BellHelen YannakoudakisMarek Rei
2019-06-15
Microsoft AI Challenge India 2018: Learning to Rank Passages for Web Question Answering with Deep Attention Networks
| Chaitanya Sai Alaparthi
2019-06-14
A Comparison of Word-based and Context-based Representations for Classification Problems in Health Informatics
Aditya JoshiSarvnaz KarimiRoss SparksCecile ParisC Raina MacIntyre
2019-06-13
Using Structured Representation and Data: A Hybrid Model for Negation and Sentiment in Customer Service Conversations
Amita MisraMansurul BhuiyanJalal MahmudSaurabh Tripathy
2019-06-11
Large-Scale Multi-Label Text Classification on EU Legislation
| Ilias ChalkidisManos FergadiotisProdromos MalakasiotisIon Androutsopoulos
2019-06-05
Bayesian Learning for Neural Dependency Parsing
Ehsan ShareghiYingzhen LiYi ZhuRoi ReichartAnna Korhonen
2019-06-01
Rethinking Complex Neural Network Architectures for Document Classification
| Ashutosh AdhikariAchyudh RamRaphael TangJimmy Lin
2019-06-01
A k-Nearest Neighbor Approach towards Multi-level Sequence Labeling
Yue ChenJohn Chen
2019-06-01
CUNY-PKU Parser at SemEval-2019 Task 1: Cross-Lingual Semantic Parsing with UCCA
Weimin LyuSheng HuangAbdul Rafae KhanShengqiang ZhangWeiwei SunJia Xu
2019-06-01
GCN-Sem at SemEval-2019 Task 1: Semantic Parsing using Graph Convolutional and Recurrent Neural Networks
Shiva TaslimipoorOmid RohanianSara Mo{\v{z}}e
2019-06-01
Figure Eight at SemEval-2019 Task 3: Ensemble of Transfer Learning Methods for Contextual Emotion Detection
Joan Xiao
2019-06-01
ABARUAH at SemEval-2019 Task 5 : Bi-directional LSTM for Hate Speech Detection
Arup BaruahFerdous BarbhuiyaKuntal Dey
2019-06-01
sthruggle at SemEval-2019 Task 5: An Ensemble Approach to Hate Speech Detection
Aria NourbakhshFrida VermeerGijs WiltvankRob van der Goot
2019-06-01
NLP at SemEval-2019 Task 6: Detecting Offensive language using Neural Networks
Prashant KapilAsif EkbalDipankar Das
2019-06-01
A Structural Probe for Finding Syntax in Word Representations
John HewittChristopher D. Manning
2019-06-01
Opinion Mining with Deep Contextualized Embeddings
Wen-Bin HanKNoriko o
2019-06-01
CLaC Lab at SemEval-2019 Task 3: Contextual Emotion Detection Using a Combination of Neural Networks and SVM
Elham MohammadiHessam AminiLeila Kosseim
2019-06-01
CX-ST-RNM at SemEval-2019 Task 3: Fusion of Recurrent Neural Networks Based on Contextualized and Static Word Representations for Contextual Emotion Detection
Micha{\l} Pere{\l}kiewicz
2019-06-01
NL-FIIT at SemEval-2019 Task 3: Emotion Detection From Conversational Triplets Using Hierarchical Encoders
Michal FarkasPeter Lacko
2019-06-01
YUN-HPCC at SemEval-2019 Task 3: Multi-Step Ensemble Neural Network for Sentiment Analysis in Textual Conversation
Dawei LiJin WangXuejie Zhang
2019-06-01
STUFIIT at SemEval-2019 Task 5: Multilingual Hate Speech Detection on Twitter with MUSE and ELMo Embeddings
Michal Bojkovsk{\'y}Mat{\'u}{\v{s}} Pikuliak
2019-06-01
Fermi at SemEval-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media using Sentence Embeddings
Vijayasaradhi IndurthiBakhtiyar SyedManish ShrivastavaManish GuptaVasudeva Varma
2019-06-01
Team Bertha von Suttner at SemEval-2019 Task 4: Hyperpartisan News Detection using ELMo Sentence Representation Convolutional Network
Ye JiangJohann PetrakXingyi SongKalina BontchevaDiana Maynard
2019-06-01
UNH at SemEval-2019 Task 12: Toponym Resolution in Scientific Papers
Matthew MagnussonLaura Dietz
2019-06-01
How Well Do Embedding Models Capture Non-compositionality? A View from Multiword Expressions
NNavnita akumarTimothy BaldwinBahar Salehi
2019-06-01
Naive Bayes and BiLSTM Ensemble for Discriminating between Mainland and Taiwan Variation of Mandarin Chinese
Li YangYang Xiang
2019-06-01
CLP at SemEval-2019 Task 3: Multi-Encoder in Hierarchical Attention Networks for Contextual Emotion Detection
Changjie LiYun Xing
2019-06-01
The (Non-)Utility of Structural Features in BiLSTM-based Dependency Parsers
Agnieszka FalenskaJonas Kuhn
2019-05-29
Interpreting and improving natural-language processing (in machines) with natural language-processing (in the brain)
| Mariya TonevaLeila Wehbe
2019-05-28
Evaluation of basic modules for isolated spelling error correction in Polish texts
Szymon Rutkowski
2019-05-26
Word Usage Similarity Estimation with Sentence Representations and Automatic Substitutes
Aina Garí SolerMarianna ApidianakiAlexandre Allauzen
2019-05-20
Learning to Denoise Distantly-Labeled Data for Entity Typing
| Yasumasa OnoeGreg Durrett
2019-05-04
Machine Learning for Classification of Protein Helix Capping Motifs
Sean MullaneRuoyan ChenSri Vaishnavi VemulapalliEli J. DraizenKe WangCameron MuraPhilip E. Bourne
2019-05-01
Looking for ELMo's friends: Sentence-Level Pretraining Beyond Language Modeling
Samuel R. BowmanEllie PavlickEdouard GraveBenjamin Van DurmeAlex WangJan HulaPatrick XiaRaghavendra PappagariR. Thomas McCoyRoma PatelNajoung KimIan TenneyYinghui HuangKatherin YuShuning JinBerlin Chen
2019-05-01
Who Blames Whom in a Crisis? Detecting Blame Ties from News Articles Using Neural Networks
| Shuailong LiangOlivia NicolYue Zhang
2019-04-24
An Evaluation of Transfer Learning for Classifying Sales Engagement Emails at Large Scale
Yong LiuPavel DmitrievYifei HuangAndrew BrooksLi Dong
2019-04-19
Improving Human Text Comprehension through Semi-Markov CRF-based Neural Section Title Generation
Sebastian GehrmannSteven LayneFranck Dernoncourt
2019-04-15
Publicly Available Clinical BERT Embeddings
| Emily AlsentzerJohn R. MurphyWillie BoagWei-Hung WengDi JinTristan NaumannMatthew B. A. McDermott
2019-04-06
CLEARumor at SemEval-2019 Task 7: ConvoLving ELMo Against Rumors
| Ipek BarisLukas SchmelzeisenSteffen Staab
2019-04-05
NL-FIIT at SemEval-2019 Task 9: Neural Model Ensemble for Suggestion Mining
| Samuel PecarMarian SimkoMaria Bielikova
2019-04-05
Alternative Weighting Schemes for ELMo Embeddings
| Nils ReimersIryna Gurevych
2019-04-05
Gender Bias in Contextualized Word Embeddings
Jieyu ZhaoTianlu WangMark YatskarRyan CotterellVicente OrdonezKai-Wei Chang
2019-04-05
Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling
| Xiaochuang HanJacob Eisenstein
2019-04-04
Probing Biomedical Embeddings from Language Models
| Qiao JinBhuwan DhingraWilliam W. CohenXinghua Lu
2019-04-03
Distilling Task-Specific Knowledge from BERT into Simple Neural Networks
| Raphael TangYao LuLinqing LiuLili MouOlga VechtomovaJimmy Lin
2019-03-28
Linguistic Knowledge and Transferability of Contextual Representations
Nelson F. LiuMatt GardnerYonatan BelinkovMatthew E. PetersNoah A. Smith
2019-03-21
Technical notes: Syntax-aware Representation Learning With Pointer Networks
Matteo Grella
2019-03-17
Syntax-aware Neural Semantic Role Labeling with Supertags
Jungo KasaiDan FriedmanRobert FrankDragomir RadevOwen Rambow
2019-03-12
FastFusionNet: New State-of-the-Art for DAWNBench SQuAD
| Felix WuBoyi LiLequn WangNi LaoJohn BlitzerKilian Q. Weinberger
2019-02-28
Efficient Contextual Representation Learning Without Softmax Layer
Liunian Harold LiPatrick H. ChenCho-Jui HsiehKai-Wei Chang
2019-02-28
Recursive Subtree Composition in LSTM-Based Dependency Parsing
Miryam de LhoneuxMiguel BallesterosJoakim Nivre
2019-02-26
Enhancing Clinical Concept Extraction with Contextual Embeddings
Yuqi SiJingqi WangHua XuKirk Roberts
2019-02-22
ntuer at SemEval-2019 Task 3: Emotion Classification with Word and Sentence Representations in RCNN
| Peixiang ZhongChunyan Miao
2019-02-21
Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEG
Hogeon SeoSeunghyeok BackSeongju LeeDeokhwan ParkTae KimKyoobin Lee
2019-02-18
Visual Rhythm Prediction with Feature-Aligning Network
Yutong XieHaiyang WangYan HaoZihao Xu
2019-01-29
Passage Re-ranking with BERT
| Rodrigo NogueiraKyunghyun Cho
2019-01-13
Linguistic Analysis of Pretrained Sentence Encoders with Acceptability Judgments
Alex WarstadtSamuel R. Bowman
2019-01-11
Team EP at TAC 2018: Automating data extraction in systematic reviews of environmental agents
Artur NowakPaweł Kunstman
2019-01-07
Multilingual Constituency Parsing with Self-Attention and Pre-Training
| Nikita KitaevSteven CaoDan Klein
2018-12-31
Can You Tell Me How to Get Past Sesame Street? Sentence-Level Pretraining Beyond Language Modeling
| Alex WangJan HulaPatrick XiaRaghavendra PappagariR. Thomas McCoyRoma PatelNajoung KimIan TenneyYinghui HuangKatherin YuShuning JinBerlin ChenBenjamin Van DurmeEdouard GraveEllie PavlickSamuel R. Bowman
2018-12-28
Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond
| Mikel ArtetxeHolger Schwenk
2018-12-26
Sources of Complexity in Semantic Frame Parsing for Information Extraction
Gabriel MarzinottoFrédéric BéchetGéraldine DamnatiAlexis Nasr
2018-12-21
A Robust Deep Learning Approach for Automatic Classification of Seizures Against Non-seizures
X. YaoX. LiQ. YeY. HuangQ. ChengG. -Q. Zhang
2018-12-17
Summarizing Videos with Attention
| Jiri FajtlHajar Sadeghi SokehVasileios ArgyriouDorothy MonekossoPaolo Remagnino
2018-12-05
GLoMo: Unsupervised Learning of Transferable Relational Graphs
Zhilin YangJake ZhaoBhuwan DhingraKaiming HeWilliam W. CohenRuslan R. SalakhutdinovYann Lecun
2018-12-01
Natural language understanding for task oriented dialog in the biomedical domain in a low resources context
Antoine NeurazLeonardo Campillos LlanosAnita BurgunSophie Rosset
2018-11-23
Extractive Summary as Discrete Latent Variables
Aran Komatsuzaki
2018-11-14
Syntax Helps ELMo Understand Semantics: Is Syntax Still Relevant in a Deep Neural Architecture for SRL?
Emma StrubellAndrew McCallum
2018-11-12
Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks
| Jason PhangThibault FévrySamuel R. Bowman
2018-11-02
Language Modeling Teaches You More than Translation Does: Lessons Learned Through Auxiliary Syntactic Task Analysis
Kelly ZhangSamuel Bowman
2018-11-01
Cross-Lingual Transfer Learning for Multilingual Task Oriented Dialog
| Sebastian SchusterSonal GuptaRushin ShahMike Lewis
2018-10-31
Advancing PICO Element Detection in Biomedical Text via Deep Neural Networks
Di JinPeter Szolovits
2018-10-30
Cascaded CNN-resBiLSTM-CTC: An End-to-End Acoustic Model For Speech Recognition
Xinpei ZhouJiwei LiXi Zhou
2018-10-29
Magnitude: A Fast, Efficient Universal Vector Embedding Utility Package
| Ajay PatelAlexander SandsChris Callison-BurchMarianna Apidianaki
2018-10-26
Paragraph-level Neural Question Generation with Maxout Pointer and Gated Self-attention Networks
| Yao ZhaoXiaochuan NiYuanyuan DingQifa Ke
2018-10-01
Somm: Into the Model
Shengli Hu
2018-10-01
Neural Transition Based Parsing of Web Queries: An Entity Based Approach
Rivka MalcaRoi Reichart
2018-10-01
Neural Maximum Subgraph Parsing for Cross-Domain Semantic Dependency Analysis
Yufei ChenSheng HuangFang WangJunjie CaoWeiwei SunXiaojun Wan
2018-10-01
Automatic Identification of Drugs and Adverse Drug Reaction Related Tweets
Segun Taofeek AroyehunAlex Gelbukher
2018-10-01
HUMIR at IEST-2018: Lexicon-Sensitive and Left-Right Context-Sensitive BiLSTM for Implicit Emotion Recognition
Behzad NaderalvojoudAlaettin UcanEbru Akcapinar Sezer
2018-10-01
NLP at IEST 2018: BiLSTM-Attention and LSTM-Attention via Soft Voting in Emotion Classification
Qimin ZhouHao Wu
2018-10-01
Spot the Odd Man Out: Exploring the Associative Power of Lexical Resources
Gabriel StanovskyMark Hopkins
2018-10-01
SEx BiST: A Multi-Source Trainable Parser with Deep Contextualized Lexical Representations
KyungTae LimCheoneum ParkChangki LeeThierry Poibeau
2018-10-01
ELMoLex: Connecting ELMo and Lexicon Features for Dependency Parsing
Ganesh JawaharBenjamin MullerAmal FethiLouis Martin{\'E}ric Villemonte de la ClergerieBeno{\^\i}t SagotDjam{\'e} Seddah
2018-10-01
NL-FIIT at IEST-2018: Emotion Recognition utilizing Neural Networks and Multi-level Preprocessing
| Samuel PecarMichal FarkasMarian SimkoPeter LackoMaria Bielikova
2018-10-01
Disney at IEST 2018: Predicting Emotions using an Ensemble
Wojciech WitonPierre ColomboAshutosh ModiMubbasir Kapadia
2018-10-01
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition
Golnar SheikhshabbafghiInanc BirolAnoop Sarkar
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
Deep contextualized word representations for detecting sarcasm and irony
Suzana IlićEdison Marrese-TaylorJorge A. BalazsYutaka Matsuo
2018-09-26
Chinese User Service Intention Classification Based on Hybrid Neural Network
Shengbin JiaYang Xiang
2018-09-25
An Exploration of Mimic Architectures for Residual Network Based Spectral Mapping
Peter PlantingaDeblin BagchiEric Fosler-Lussier
2018-09-25
Semi-Supervised Sequence Modeling with Cross-View Training
| Kevin ClarkMinh-Thang LuongChristopher D. ManningQuoc V. Le
2018-09-22
Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks
Shikhar VashishthManik BhandariPrateek YadavPiyush RaiChiranjib BhattacharyyaPartha Talukdar
2018-09-12
Neural Metaphor Detection in Context
Ge GaoEunsol ChoiYejin ChoiLuke Zettlemoyer
2018-08-29
Towards Semi-Supervised Learning for Deep Semantic Role Labeling
Sanket Vaibhav MehtaJay Yoon LeeJaime Carbonell
2018-08-28
A neural attention model for speech command recognition
| Douglas Coimbra de AndradeSabato LeoMartin Loesener Da Silva VianaChristoph Bernkopf
2018-08-27
Sentence Embeddings in NLI with Iterative Refinement Encoders
| Aarne TalmanAnssi Yli-JyräJörg Tiedemann
2018-08-27
IIIDYT at IEST 2018: Implicit Emotion Classification With Deep Contextualized Word Representations
| Jorge A. BalazsEdison Marrese-TaylorYutaka Matsuo
2018-08-27
Revisiting the Importance of Encoding Logic Rules in Sentiment Classification
| Kalpesh KrishnaPreethi JyothiMohit Iyyer
2018-08-23
Improving Matching Models with Hierarchical Contextualized Representations for Multi-turn Response Selection
Chongyang TaoWei WuCan XuYansong FengDongyan ZhaoRui Yan
2018-08-22
Fake Sentence Detection as a Training Task for Sentence Encoding
Viresh RanjanHeeyoung KwonNiranjan BalasubramanianMinh Hoai
2018-08-11
A Full End-to-End Semantic Role Labeler, Syntax-agnostic Over Syntax-aware?
| Jiaxun CaiShexia HeZuchao LiHai Zhao
2018-08-11
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?
Jiaxun CaiShexia HeZuchao LiHai Zhao
2018-08-01
FINN-L: Library Extensions and Design Trade-off Analysis for Variable Precision LSTM Networks on FPGAs
| Vladimir RybalkinAlessandro PappalardoMuhammad Mohsin GhaffarGiulio GambardellaNorbert WehnMichaela Blott
2018-07-11
Improving part-of-speech tagging via multi-task learning and character-level word representations
Daniil AnastasyevIlya GusevEugene Indenbom
2018-07-02
Bridging CNNs, RNNs, and Weighted Finite-State Machines
Roy SchwartzSam ThomsonNoah A. Smith
2018-07-01
Pre- and In-Parsing Models for Neural Empty Category Detection
Yufei ChenYuanyuan ZhaoWeiwei SunXiaojun Wan
2018-07-01
A Named Entity Recognition Shootout for German
Martin RiedlSebastian Pad{\'o}
2018-07-01
EmotionX-DLC: Self-Attentive BiLSTM for Detecting Sequential Emotions in Dialogues
Linkai LuoHaiqin YangFrancis Y. L. Chin
2018-07-01
Detecting Simultaneously Chinese Grammar Errors Based on a BiLSTM-CRF Model
Yajun LiuHongying ZanMengjie ZhongHongchao Ma
2018-07-01
EmotionX-DLC: Self-Attentive BiLSTM for Detecting Sequential Emotions in Dialogue
Linkai LuoHaiqing YangFrancis Y. L. Chin
2018-06-19
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations
| Zhilin YangJake ZhaoBhuwan DhingraKaiming HeWilliam W. CohenRuslan SalakhutdinovYann LeCun
2018-06-14
Yuan at SemEval-2018 Task 1: Tweets Emotion Intensity Prediction using Ensemble Recurrent Neural Network
Min WangXiaobing Zhou
2018-06-01
YNU-HPCC at SemEval-2018 Task 1: BiLSTM with Attention based Sentiment Analysis for Affect in Tweets
You ZhangJin WangXuejie Zhang
2018-06-01
HashCount at SemEval-2018 Task 3: Concatenative Featurization of Tweet and Hashtags for Irony Detection
Won Ik ChoWoo Hyun KangNam Soo Kim
2018-06-01
Lyb3b at SemEval-2018 Task 11: Machine Comprehension Task using Deep Learning Models
Yongbin LiXiaobing Zhou
2018-06-01
Lyb3b at SemEval-2018 Task 12: Ensemble-based Deep Learning Models for Argument Reasoning Comprehension Task
Yongbin LiXiaobing Zhou
2018-06-01
Jiangnan at SemEval-2018 Task 11: Deep Neural Network with Attention Method for Machine Comprehension Task
Jiangnan Xia
2018-06-01
Lexical Substitution for Evaluating Compositional Distributional Models
Maja BuljanSebastian Pad{\'o}Jan {\v{S}}najder
2018-06-01
YNU\_AI1799 at SemEval-2018 Task 11: Machine Comprehension using Commonsense Knowledge of Different model ensemble
Qingxun LiuHongdou YaoXaobing ZhouGe Xie
2018-06-01
Improving Aspect Term Extraction with Bidirectional Dependency Tree Representation
| Huaishao LuoTianrui LiBing LiuBin WangHerwig Unger
2018-05-21
Improved Sentence Modeling using Suffix Bidirectional LSTM
Siddhartha Brahma
2018-05-18
SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines
Roy SchwartzSam ThomsonNoah A. Smith
2018-05-15
Sentence-State LSTM for Text Representation
| Yue ZhangQi LiuLinfeng Song
2018-05-07
NLITrans at SemEval-2018 Task 12: Transfer of Semantic Knowledge for Argument Comprehension
| Tim NivenHung-Yu Kao
2018-04-23
Cross-topic Argument Mining from Heterogeneous Sources Using Attention-based Neural Networks
Christian StabTristan MillerIryna Gurevych
2018-02-15
Deep contextualized word representations
| Matthew E. PetersMark NeumannMohit IyyerMatt GardnerChristopher ClarkKenton LeeLuke Zettlemoyer
2018-02-15
Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions
| Jonathan ShenRuoming PangRon J. WeissMike SchusterNavdeep JaitlyZongheng YangZhifeng ChenYu ZhangYuxuan WangRJ Skerry-RyanRif A. SaurousYannis AgiomyrgiannakisYonghui Wu
2017-12-16
Hungarian Layer: Logics Empowered Neural Architecture
Han XiaoYidong ChenXiaodong Shi
2017-12-07
Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?
| Yi ZhangXu SunShuming MaYang YangXuancheng Ren
2017-11-22
Learning What's Easy: Fully Differentiable Neural Easy-First Taggers
Andr{\'e} F. T. MartinsJulia Kreutzer
2017-09-01
A BiLSTM-based System for Cross-lingual Pronoun Prediction
Sara StymneSharid Lo{\'a}icigaFabienne Cap
2017-09-01
LCT-MALTA's Submission to RepEval 2017 Shared Task
Hoa Trong VuThuong-Hai PhamXiaoyu BaiMarc TantiLonneke van der PlasAlbert Gatt
2017-09-01
Learned in Translation: Contextualized Word Vectors
| Bryan McCannJames BradburyCaiming XiongRichard Socher
2017-08-01
Deep Semantic Role Labeling: What Works and What's Next
| Luheng HeKenton LeeMike LewisLuke Zettlemoyer
2017-07-01
Character-Based Text Classification using Top Down Semantic Model for Sentence Representation
Zhenzhou WuXin ZhengDaniel Dahlmeier
2017-05-29
Multilingual Lexicalized Constituency Parsing with Word-Level Auxiliary Tasks
| Maximin CoavouxBeno{\^\i}t Crabb{\'e}
2017-04-01
Bilateral Multi-Perspective Matching for Natural Language Sentences
| Zhiguo WangWael HamzaRadu Florian
2017-02-13
context2vec: Learning Generic Context Embedding with Bidirectional LSTM
Oren MelamudJacob GoldbergerIdo Dagan
2016-08-01
Multi-Modal Hybrid Deep Neural Network for Speech Enhancement
Zhenzhou WuSunil SivadasYong Kiam TanMa BinRick Siow Mong Goh
2016-06-15
Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations
| Eliyahu KiperwasserYoav Goldberg
2016-03-14
Named Entity Recognition with Bidirectional LSTM-CNNs
| Jason P. C. ChiuEric Nichols
2015-11-26

Components

COMPONENT TYPE
LSTM
Recurrent Neural Networks

Categories