Attention is not not Explanation Transfer Learning Between Related Tasks Using Expected Label Proportions Room to Glo: A Systematic Comparison of Semantic Change Detection Approaches with Word Embeddings Correlations between Word Vector Sets Game Theory Meets Embeddings: a Unified Framework for Word Sense Disambiguation Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog MoEL: Mixture of Empathetic Listeners DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects
Leveraging Dependency Forest for Neural Medical Relation Extraction
Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data
Jointly Learning Entity and Relation Representations for Entity Alignment Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Low-Resource Name Tagging Learned with Weakly Labeled Data Learning Dynamic Context Augmentation for Global Entity Linking Learning to Bootstrap for Entity Set Expansion Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization Framework
Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction
Event Detection with Trigger-Aware Lattice Neural Network A Boundary-aware Neural Model for Nested Named Entity Recognition CaRe: Open Knowledge Graph Embeddings
Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping
Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction
EntEval: A Holistic Evaluation Benchmark for Entity Representations Hierarchical Text Classification with Reinforced Label Assignment Label-Specific Document Representation for Multi-Label Text Classification Hierarchical Attention Prototypical Networks for Few-Shot Text Classification Many Faces of Feature Importance: Comparing Built-in and Post-hoc Feature Importance in Text Classification
Enhancing Local Feature Extraction with Global Representation for Neural Text Classification
Linking artificial and human neural representations of language Neural data-to-text generation: A comparison between pipeline and end-to-end architectures MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance Select and Attend: Towards Controllable Content Selection in Text Generation Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role Labeling Syntax-Enhanced Self-Attention-Based Semantic Role Labeling VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling Parameter-free Sentence Embedding via Orthogonal Basis Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations Learning to Speak and Act in a Fantasy Text Adventure Game Help, Anna! Visual Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation Learning Incorporating Visual Semantics into Sentence Representations within a Grounded Space Neural Naturalist: Generating Fine-Grained Image Comparisons KnowledgeNet: A Benchmark Dataset for Knowledge Base Population Effective Use of Transformer Networks for Entity Tracking Explicit Cross-lingual Pre-training for Unsupervised Machine Translation Improving Back-Translation with Uncertainty-based Confidence Estimation Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT Iterative Dual Domain Adaptation for Neural Machine Translation Context-Aware Monolingual Repair for Neural Machine Translation Multi-Granularity Self-Attention for Neural Machine Translation Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention Dynamic Past and Future for Neural Machine Translation Pushing the Limits of Low-Resource Morphological Inflection Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank Hierarchical Pointer Net Parsing Semi-Supervised Semantic Role Labeling with Cross-View Training Low-Resource Sequence Labeling via Unsupervised Multilingual Contextualized Representations CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Tree Transformer: Integrating Tree Structures into Self-Attention Semantic Role Labeling with Iterative Structure Refinement Entity Projection via Machine-Translation for Cross-Lingual NER A Bayesian Approach for Sequence Tagging with Crowds Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing Robust Text Classifier on Test-Time Budgets RNN Architecture Learning with Sparse Regularization Analytical Methods for Interpretable Ultradense Word Embeddings Neural Linguistic Steganography Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation Modeling Multi-Action Policy for Task-Oriented Dialogues Automatically Learning Data Augmentation Policies for Dialogue Tasks uniblock: Scoring and Filtering Corpus with Unicode Block Information Vecalign: Improved Sentence Alignment in Linear Time and Space Simpler and Faster Learning of Adaptive Policies for Simultaneous Translation Speculative Beam Search for Simultaneous Translation Unsupervised Domain Adaptation for Neural Machine Translation with Domain-Aware Feature Embeddings Korean Morphological Analysis with Tied Sequence-to-Sequence Multi-Task Model
REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image Captioning
Grounding learning of modifier dynamics: An application to color naming Robust Navigation with Language Pretraining and Stochastic Sampling Towards Making a Dependency Parser See Dependency Parsing for Spoken Dialog Systems Span-based Hierarchical Semantic Parsing for Task-Oriented Dialog Controlling Text Complexity in Neural Machine Translation Cross-Lingual Machine Reading Comprehension A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning Asking Clarification Questions in Knowledge-Based Question Answering Multi-label Categorization of Accounts of Sexism using a Neural Framework Finding Microaggressions in the Wild: A Case for Locating Elusive Phenomena in Social Media Posts (Male, Bachelor) and (Female, Ph.D) have different connotations: Parallelly Annotated Stylistic Language Dataset with Multiple Personas Are You for Real? Detecting Identity Fraud via Dialogue Interactions Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs Towards Knowledge-Based Recommender Dialog System Structuring Latent Spaces for Stylized Response Generation DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs Retrieval-guided Dialogue Response Generation via a Matching-to-Generation Framework Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation Low-Resource Response Generation with Template Prior A Discrete CVAE for Response Generation on Short-Text Conversation Variational Hierarchical User-based Conversation Model How to Build User Simulators to Train RL-based Dialog Systems Dual Attention Networks for Visual Reference Resolution in Visual Dialog Partners in Crime: Multi-view Sequential Inference for Movie Understanding A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding TIGEr: Text-to-Image Grounding for Image Caption Evaluation Universal Adversarial Triggers for Attacking and Analyzing NLP Adaptively Sparse Transformers Show Your Work: Improved Reporting of Experimental Results Cross-lingual Semantic Specialization via Lexical Relation Induction Modeling Color Terminology Across Thousands of Languages A Unified Neural Coherence Model Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning Finding Generalizable Evidence by Learning to Convince Q&A Models Ranking and Sampling in Open-Domain Question Answering Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge Base Language Models as Knowledge Bases? NumNet: Machine Reading Comprehension with Numerical Reasoning Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering Discourse-Aware Semantic Self-Attention for Narrative Reading Comprehension Revealing the Importance of Semantic Retrieval for Machine Reading at Scale PubMedQA: A Dataset for Biomedical Research Question Answering Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering Answering Complex Open-domain Questions Through Iterative Query Generation Learning to Update Knowledge Graphs by Reading News Collaborative Policy Learning for Open Knowledge Graph Reasoning Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model 75 Languages, 1 Model: Parsing Universal Dependencies Universally Interactive Language Learning by Question Answering What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning Learning with Limited Data for Multilingual Reading Comprehension A Discrete Hard EM Approach for Weakly Supervised Question Answering Is the Red Square Big? MALeViC: Modeling Adjectives Leveraging Visual Contexts Representation of Constituents in Neural Language Models: Coordination Phrase as a Case Study What Gets Echoed? Understanding the “Pointers” in Explanations of Persuasive Arguments Evaluating Pronominal Anaphora in Machine Translation: An Evaluation Measure and a Test Suite
Weakly Supervised Multilingual Causality Extraction from Wikipedia
Extractive Summarization of Long Documents by Combining Global and Local Context Enhancing Neural Data-To-Text Generation Models with External Background Knowledge Contrastive Attention Mechanism for Abstractive Sentence Summarization Concept Pointer Network for Abstractive Summarization Surface Realisation Using Full Delexicalisation IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation Better Rewards Yield Better Summaries: Learning to Summarise Without References Mixture Content Selection for Diverse Sequence Generation Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time) Referring Expression Generation Using Entity Profiles Enhancing AMR-to-Text Generation with Dual Graph Representations
Toward a Task of Feedback Comment Generation for Writing Learning
Long and Diverse Text Generation with Planning-based Hierarchical Variational Model
Neural Extractive Text Summarization with Syntactic Compression
Domain Adaptive Text Style Transfer Let’s Ask Again: Refine Network for Automatic Question Generation Lost in Evaluation: Misleading Benchmarks for Bilingual Dictionary Induction “Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG Pun-GAN: Generative Adversarial Network for Pun Generation Autoregressive Text Generation Beyond Feedback Loops On the Importance of Delexicalization for Fact Verification Towards Debiasing Fact Verification Models Recognizing Conflict Opinions in Aspect-level Sentiment Classification with Dual Attention Networks Visual Detection with Context for Document Layout Analysis Modelling Stopping Criteria for Search Results using Poisson Processes The Challenges of Optimizing Machine Translation for Low Resource Cross-Language Information Retrieval Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition Out-of-Domain Detection for Low-Resource Text Classification Tasks Harnessing Pre-Trained Neural Networks with Rules for Formality Style Transfer A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text SciBERT: A Pretrained Language Model for Scientific Text PaLM: A Hybrid Parser and Language Model A Pilot Study for Chinese SQL Semantic Parsing Global Reasoning over Database Structures for Text-to-SQL Parsing Transductive Learning of Neural Language Models for Syntactic and Semantic Analysis PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification Pretrained Language Models for Sequential Sentence Classification Text Summarization with Pretrained Encoders Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs Core Semantic First: A Top-down Approach for AMR Parsing Don’t paraphrase, detect! Rapid and Effective Data Collection for Semantic Parsing Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network
Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction
Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification A Logic-Driven Framework for Consistency of Neural Models Implicit Deep Latent Variable Models for Text Generation Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Denoising based Sequence-to-Sequence Pre-training for Text Generation Dialog Intent Induction with Deep Multi-View Clustering
Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction
Sampling Bias in Deep Active Classification: An Empirical Study Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control Hierarchically-Refined Label Attention Network for Sequence Labeling Certified Robustness to Adversarial Word Substitutions Topics to Avoid: Demoting Latent Confounds in Text Classification Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs Distributionally Robust Language Modeling Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial Crowds Parallel Iterative Edit Models for Local Sequence Transduction ARAML: A Stable Adversarial Training Framework for Text Generation Compositional Generalization for Primitive Substitutions WikiCREM: A Large Unsupervised Corpus for Coreference Resolution Patient Knowledge Distillation for BERT Model Compression Neural Gaussian Copula for Variational Autoencoder Do We Really Need Fully Unsupervised Cross-Lingual Embeddings? Jointly Learning to Align and Translate with Transformer Models Social IQa: Commonsense Reasoning about Social Interactions Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human Attack GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning Neural Conversation Recommendation with Online Interaction Modeling Detecting Causal Language Use in Science Findings Multilingual and Multi-Aspect Hate Speech Analysis MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims Adaptive Ensembling: Unsupervised Domain Adaptation for Political Document Analysis Detecting and Reducing Bias in a High Stakes Domain CodeSwitch-Reddit: Exploration of Written Multilingual Discourse in Online Discussion Forums Domain Adaptation for Person-Job Fit with Transferable Deep Global Match Network Event Representation Learning Enhanced with External Commonsense Knowledge A Neural Citation Count Prediction Model based on Peer Review Text
Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs
Modeling the Relationship between User Comments and Edits in Document Revision Subword Language Model for Query Auto-Completion LXMERT: Learning Cross-Modality Encoder Representations from Transformers What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues YouMakeup: A Large-Scale Domain-Specific Multimodal Dataset for Fine-Grained Semantic Comprehension CrossWeigh: Training Named Entity Tagger from Imperfect Annotations A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity Recognizers TuckER: Tensor Factorization for Knowledge Graph Completion Multiplex Word Embeddings for Selectional Preference Acquisition Examining Gender Bias in Languages with Grammatical Gender Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation Do NLP Models Know Numbers? Probing Numeracy in Embeddings A Split-and-Recombine Approach for Follow-up Query Analysis Text2Math: End-to-end Parsing Text into Math Expressions Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions Syntax-aware Multilingual Semantic Role Labeling Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks Modeling Graph Structure in Transformer for Better AMR-to-Text Generation Learning Explicit and Implicit Structures for Targeted Sentiment Analysis LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis Rethinking Attribute Representation and Injection for Sentiment Classification Fine-Grained Analysis of Propaganda in News Article Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree Simple and Effective Noisy Channel Modeling for Neural Machine Translation Hint-Based Training for Non-Autoregressive Machine Translation Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing Multilingual Grammar Induction with Continuous Language Identification
HMEAE: Hierarchical Modular Event Argument Extraction
Entity, Relation, and Event Extraction with Contextualized Span Representations BERT for Coreference Resolution: Baselines and Analysis Linguistic Versus Latent Relations for Modeling Coherent Flow in Paragraphs Feature2Vec: Distributional semantic modelling of human property knowledge Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation Revisiting the Evaluation of Theory of Mind through Question Answering
A Span-Extraction Dataset for Chinese Machine Reading Comprehension
MICRON: Multigranular Interaction for Contextualizing RepresentatiON in Non-factoid Question Answering Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model QuaRTz: An Open-Domain Dataset of Qualitative Relationship Questions Generating Personalized Recipes from Historical User Preferences Improving Neural Story Generation by Targeted Common Sense Grounding SUM-QE: a BERT-based Summary Quality Estimation Model An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition WIQA: A dataset for "What if..." reasoning over procedural text Evaluating BERT for natural language inference: A case study on the CommitmentBank Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–English Mask-Predict: Parallel Decoding of Conditional Masked Language Models Learning to Copy for Automatic Post-Editing Exploring Human Gender Stereotypes with Word Association Test Generating Classical Chinese Poems from Vernacular Chinese Detect Camouflaged Spam Content via StoneSkipping: Graph and Text Joint Embedding for Chinese Character Variation Representation An Attentive Fine-Grained Entity Typing Model with Latent Type Representation Improving Fine-grained Entity Typing with Entity Linking Combining Spans into Entities: A Neural Two-Stage Approach for Recognizing Discontiguous Entities
Cross-Sentence N-ary Relation Extraction using Lower-Arity Universal Schemas
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification CaRB: A Crowdsourced Benchmark for Open IE Weakly Supervised Attention Networks for Entity Recognition Revealing and Predicting Online Persuasion Strategy with Elementary Units A Challenge Dataset and Effective Models for Aspect-Based Sentiment Analysis Interpretable Word Embeddings via Informative Priors A deep-learning framework to detect sarcasm targets Incorporating Label Dependencies in Multilabel Stance Detection
Investigating Sports Commentator Bias within a Large Corpus of American Football Broadcasts
Restoring ancient text using deep learning: a case study on Greek epigraphy Embedding Lexical Features via Tensor Decomposition for Small Sample Humor Recognition EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Using Clinical Notes with Time Series Data for ICU Management Towards Machine Reading for Interventions from Humanitarian-Assistance Program Literature RUN through the Streets: A New Dataset and Baseline Models for Realistic Urban Navigation