Skip to content

Statistics and Accepted paper list with arXiv link of EMNLP-IJCNLP 2019

Notifications You must be signed in to change notification settings

roomylee/EMNLP-2019-Papers

Repository files navigation

[2020-11-01] This repository is merged into nlp-papers-with-arxiv

EMNLP-IJCNLP 2019 Papers

Statistics and Accepted paper list with arXiv link of EMNLP-IJCNLP 2019, inspired by Hoseong's ICCV-2019-Paper-Statistics.

Contributing: Please feel free to make pull requests.

wordcloud

EMNLP 2019 Acceptance Rate

rate

EMNLP 2019 Paper Keywords

stat

Accepted Papers with arXiv Link

Index

Oral Session

Machine Learning

  • Attending to Future Tokens for Bidirectional Sequence Generation (#1443) [arXiv]
  • Attention is Not Not Explanation (#526) [arXiv]
  • Practical Obstacles to Deploying Active Learning (#1176) [arXiv]
  • Transfer Learning Between Related Tasks Using Expected Label Proportions (#1207) [arXiv]
  • Insertion-based Decoding with automatically Inferred Generation Order (#TACL-1732) [arXiv]
  • Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets (#1092) [arXiv]
  • Robust Text Classifier on Test-Time Budgets (#1128) [arXiv]
  • Commonsense Knowledge Mining from Pretrained Models (#3289) [arXiv]
  • RNN Architecture Learning with Sparse Regularization (#3428) [arXiv]
  • Universal Trigger Sequences for Attacking and Analyzing NLP (#1515) [arXiv]
  • To Annotate or Not? Unsupervised Prediction of Performance Drop due to Domain Shift (#2756)
  • Adaptively Sparse Transformers (#2900) [arXiv]
  • Show Your Work: Improved Reporting of Experimental Results (#3277) [arXiv]
  • A Deep Factorization of Style and Structure in Fonts (#3999) [arXiv]

Back to Top

Lexical Semantics

  • Knowledge Enhanced Contextual Word Representations (#3403) [arXiv]
  • How Contextual are Contextualized Word Representations? (#208)
  • Room to Glo: A Systematic Comparison of Semantic Change Detection Approaches with Word Embeddings (#783)
  • On Correlations between Word Vector Sets (#3976) [arXiv]
  • Game Theory Meets Embeddings: a Unified Framework for Word Sense Disambiguation (#1724)
  • Cross-lingual Semantic Specialization via Lexical Relation Induction (#1735)
  • Modelling the interplay of metaphor and emotion through multitask learning (#2670)
  • How well do NLI models capture verb veridicality? (#3460)
  • Modeling Color Terminology Across Thousands of Languages (#3515) [arXiv]
  • Negative Focus Detection via Contextual Attention Mechanisms (#1314)
  • Exploring Human Gender Stereotypes with Word Association Test (#1912)
  • Still a Pain in the Neck: Evaluating Text Representations on Lexical Composition (#TACL-1729) [arXiv]
  • Where''s My Head? Definition, Dataset and Models for Numeric Fused-Heads Identification and Resolution (#TACL-1648) [arXiv]

Back to Top

Dialog and Interactive Systems

  • Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog (#166) [arXiv]
  • Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots (#554)
  • MoEL: Mixture of Empathetic Listeners (#1053) [arXiv]
  • Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever (#2430) [arXiv]
  • Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation (#3756) [arXiv]
  • TaskMaster Dialog Corpus: Toward a Realistic and Diverse Dataset (#510)
  • MultiDoGO: Multi-Domain Goal-Oriented Dialogues (#1564)
  • Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human Attack (#1186) [arXiv]
  • GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue (#1853) [arXiv]
  • Task-Oriented Conversation Generation Using Heterogeneous Memory Networks (#496) [arXiv]

Back to Top

Sentiment Analysis and Argument Mining

  • DialogueGCN: A Graph-based Network for Emotion Recognition in Conversation (#2092) [arXiv]
  • Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations (#1814) [arXiv]
  • Interpretable Relevant Emotion Ranking with Event-Driven Attention (#3544)
  • Justifying Recommendations using Distantly-Labeled Reviews and Fined-Grained Aspects (#518)
  • Using Customer Service Dialogues for Satisfaction Analysis with Context-Assisted Multiple Instance Learning (#204)
  • What Gets Echoed? Understanding the “Pointers” in Explanations of Persuasive Arguments (#2089)
  • Modeling Frames in Argumentation (#2267)
  • AMPERSAND: Argument Mining for PERSuAsive oNline Discussions (#3321)
  • Evaluating adversarial attacks against multiple fact verification systems (#427)
  • Nonsense!: Quality Control via Two-Step Reason Selection for Annotating Local Acceptability and Related Attributes in News Editorials (#564)
  • On the Importance of Delexicalization for Fact Verification (#2984) [arXiv]
  • Towards Debiasing Fact Verification Models (#3338) [arXiv]
  • Recognizing Conflict Opinions in Aspect-level Sentiment Classification with Dual Attention Networks (#911)
  • Investigating Dynamic Routing in Tree-Structured LSTM for Sentiment Analysis (#1395)
  • Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks (#381) [arXiv]
  • Coupling Global and Local Context for Unsupervised Aspect Extraction (#1988)
  • Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning (#65)
  • CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis (#1995) [arXiv]
  • Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training (#3207) [arXiv]

Back to Top

Summarization and Generation

  • Neural Text Summarization: A Critical Evaluation (#3687) [arXiv]
  • Neural data-to-text generation: A comparison between pipeline and end-to-end architectures (#2586) [arXiv]
  • MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance (#1175) [arXiv]
  • Select and Attend: Towards Controllable Content Selection in Text Generation (#3049) [arXiv]
  • Sentence-Level Content Planning and Style Specification for Neural Text Generation (#3357) [arXiv]

Back to Top

Sentence-level Semantics

  • Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role Labeling (#2740) [arXiv]
  • Syntax-Enhanced Self-Attention-Based Semantic Role Labeling (#2106)
  • VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling (#2213)
  • Parameter-free Sentence Embedding via Orthogonal Basis (#1099)
  • Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations (#3807) [arXiv]
  • Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs (#2676) [arXiv]
  • Broad-Coverage Semantic Parsing as Transduction (#263) [arXiv]
  • Core Semantic First: A Top-down Approach for AMR Parsing (#1544) [arXiv]
  • Don't paraphrase, detect! Rapid and Effective Data Collection for Semantic Parsing (#2904) [arXiv]
  • Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond (#TACL-1742) [arXiv]

Back to Top

Speech, Vision, Robotics, Multimodal and Grounding

  • Extracting Possessions from Social Media: Images Complement Language (#3013)
  • Learning to Speak and Act in a Fantasy Text Adventure Game (#1243) [arXiv]
  • Help, Anna! Vision-based Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation Learning (#1542) [arXiv]
  • Incorporating Visual Semantics into Sentence Representations within a Grounded Space (#2247)
  • Neural Naturalist: Generating Fine-Grained Image Comparisons (#3024) [arXiv]
  • LXMERT: Learning Cross-Modality Encoder Representations from Transformers (#3048) [arXiv]
  • Phrase Grounding by Soft-Label Chain Conditional Random Field (#3765) [arXiv]
  • What You See is What You Get: Visual Pronoun Coreference Resolution in Conversations (#549) [arXiv]
  • YouMakeup: A Large-Scale Domain-Specific Multimodal Dataset for Fine-Grained Semantic Comprehension (#122)
  • DEBUG: A Dense Bottom-Up Grounding Approach for Natural Language Video Localization (#167)

Back to Top

Information Extraction

  • Fine-Grained Evaluation for Entity Linking (#116)
  • Supervising Unsupervised Open Information Extraction Models (#3069)
  • Neural Cross-Lingual Event Detection with Minimal Parallel Resources (#1723) [arXiv]
  • KnowledgeNet: A Benchmark Dataset for Knowledge Base Population (#1258)
  • Effective Use of Transformer Networks for Entity Tracking (#3308) [arXiv]
  • Improving Distantly-Supervised Relation Extraction with Joint Label Embedding (#337)
  • Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network (#566)
  • Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction (#1057) [arXiv]
  • Easy First Relation Extraction with Information Redundancy (#1640)
  • Dependency-Guided LSTM-CRF for Named Entity Recognition (#2509) [arXiv]
  • CrossWeigh: Training Named Entity Tagger from Imperfect Annotations (#2712) [arXiv]
  • A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity Recognizers (#3259) [arXiv]
  • Open Domain Web Keyphrase Extraction Beyond Language Modeling (#1119)
  • TuckER: Tensor Factorization for Knowledge Graph Completion (#990) [arXiv]
  • Weakly Supervised Domain Detection (#TACL-1712) [arXiv]
  • Event Detection with Multi-Order Graph Convolution and Aggregated Attention (#835)
  • Coverage of Information Extraction from Sentences and Paragraphs (#1285)
  • HMEAE: Hierarchical Modular Event Argument Extraction (#2354)
  • Entity, Relation, and Event Extraction with Contextualized Span Representations (#3930) [arXiv]

Back to Top

Semantics

  • Analytical Methods for Interpretable Ultradense Word Embeddings (#75) [arXiv]
  • Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks (#3142) [arXiv]
  • Retrofitting Contextualized Word Embeddings with Paraphrases (#3045) [arXiv]
  • Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling (#3508)

Back to Top

Discourse, Summarization, and Generation

  • Neural Linguistic Steganography (#3399) [arXiv]
  • The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization (#3018)
  • Attention Optimization for Abstractive Document Summarization (#1918)
  • Rewarding Coreference Resolvers for Being Consistent with World Knowledge (#2020) [arXiv]

Back to Top

Text Mining and NLP Applications

  • An Empirical Study of Incorporating Pseudo Data into Grammatical Error Correction (#740) [arXiv]
  • A Multilingual Topic Model for Learning Weighted Topic Links Across Incomparable Corpora (#1257)
  • Measure Country-Level Socio-Economic Indicators with Streaming News: An Empirical Study (#3730)
  • Towards Extracting Medical Family History from Natural Language Interactions: A New Dataset and Baselines (#2903)
  • (Male, Bachelor) and (Female, Ph.D) have different connotations: Parallelly Annotated Stylistic Language Dataset with Multiple Personas (#3793) [arXiv]
  • Movie Plot Analysis via Turning Point Identification (#244) [arXiv]
  • Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention (#2488)
  • Deep Ordinal Regression for Pledge Specificity Prediction (#1903) [arXiv]
  • Enabling Robust Grammatical Error Correction in New Domains: Datasets, Metrics, and Analyses (#TACL-1677)
  • The Myth of Blind Review Revisited: Experiments on ACL vs. EMNLP (#2233)
  • Uncover Sexual Harassment Patterns from Personal Stories by Joint Key Element Extraction and Categorization (#2653)
  • Identifying Predictive Causal Factors from News Streams (#2864)
  • Training Data Augmentation for Detecting Adverse Drug Reactions in User-Generated Content (#3011)
  • Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference (#3160)

Back to Top

Neural Machine Translation

  • Enhancing Context Modeling with a Query-Guided Capsule Network for Document-level NMT (#2416) [arXiv]
  • Simple, Scalable Adaptation for Neural Machine Translation (#3252) [arXiv]
  • Controlling Text Complexity in Neural Machine Translation (#3177)
  • Investigating Multilingual NMT Representations at Scale (#1388) [arXiv]
  • Hierarchical Modeling of Global Context for Document-Level Neural Machine Translation (#1423)

Back to Top

Question Answering

  • Cross-Lingual Machine Reading Comprehension (#8) [arXiv]
  • A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning (#582) [arXiv]
  • Neural Duplicate Question Detection without Labeled Training Data (#880)
  • Asking Clarification Questions in Knowledge-Based Question Answering (#889)
  • Multi-View Domain Adapted Sentence Embeddings for Low-Resource Unsupervised Duplicate Question Detection (#1646)
  • Interactive Language Learning by Question Answering (#1367) [arXiv]
  • What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering (#3238) [arXiv]
  • KagNet: Learning to Answer Commonsense Questions with Knowledge-Aware Graph Networks (#436)
  • Learning with Limited Data for Multilingual Reading Comprehension (#3518)
  • A Discrete Hard EM Approach for Weakly Supervised Question Answering (#3778) [arXiv]

Social Media and Computational Social Science

  • Multi-label Categorization of Accounts of Sexism using a Neural Framework (#172) [arXiv]
  • The Trumpiest Trump? Identifying a Subject's Most Characteristic Tweets (#1462) [arXiv]
  • Finding Microaggressions in the Wild: A Case for Locating Elusive Phenomena in Social Media Posts (#2950)
  • Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews (#694)
  • Learning Invariant Representations of Social Media Users (#3557) [arXiv]

Back to Top

Discourse and Pragmatics

  • A Unified Neural Coherence Model (#1792) [arXiv]
  • Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information (#2642)
  • Neural Generative Rhetorical Structure Parsing (#4060) [arXiv]
  • Weak Supervision for Learning Discourse Structure (#2453)
  • Predicting Discourse Structure using Distant Supervision from Sentiment (#2625)

Back to Top

Tagging, Chunking, Syntax and Parsing

  • Designing and Interpreting Probes with Control Tasks (#4063) [arXiv]
  • Specializing Word Embeddings (for Parsing) by Information Bottleneck (#1357) [arXiv]
  • Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited (#2799) [arXiv]
  • Semantic graph parsing with recurrent neural network DAG grammars (#2863) [arXiv]
  • 75 Languages, 1 Model: Parsing Universal Dependencies Universally (#1221) [arXiv]

Back to Top

Linguistic Theories, Cognitive Modeling and Psycholinguistics

  • Is the Red Square Big? MALeViC: Modeling Adjectives Leveraging Visual Contexts (#2585) [arXiv]
  • Investigating BERT's Knowledge of Language: Five Analysis Methods with NPIs (#3650) [arXiv]
  • Representation of Constituents in Neural Language Models: - Coordination Phrase as a Case Study (#3929) [arXiv]
  • Towards Zero-shot Language Modelling (#1745)
  • Neural Network Acceptability Judgments (#TACL-1710) [arXiv]

Back to Top

Machine Translation and Multilinguality

  • Lost in Evaluation: Misleading Benchmarks for Bilingual Dictionary Induction (#1131) [arXiv]
  • Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set (#1266) [arXiv]
  • Synchronously Generating Two Languages with Interactive Decoding (#1478)
  • On NMT Search Errors and Model Errors: Cat Got Your Tongue? (#1868) [arXiv]
  • Do We Really Need Fully Unsupervised Cross-Lingual Embeddings? (#2459) [arXiv]
  • Weakly-Supervised Concept-based Adversarial Learning for Cross-lingual Word Embeddings (#2491) [arXiv]
  • Aligning Cross-lingual Entities with Multi-Aspect Information (#3541) [arXiv]
  • Contrastive Language Adaptation for Cross-Lingual Stance Detection (#2498) [arXiv]
  • Jointly Learning to Align and Translate with Transformer Models (#422) [arXiv]
  • Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization (#2192)
  • Simple and Effective Noisy Channel Modeling for Neural Machine Translation (#2869) [arXiv]
  • MultiFiT: Efficient Multi-lingual Language Model Fine-tuning (#745) [arXiv]
  • Hint-based Training for Non-AutoRegressive Machine Translation (#1064)
  • Two New Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala English (#3349) [arXiv]
  • Constant-Time Machine Translation with Conditional Masked Language Models (#1204)
  • Learning to Copy for Automatic Post-Editing (#777)

Back to Top

Reasoning and Question Answering

  • Going on a vacation takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding (#2533) [arXiv]
  • QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization (#2798) [arXiv]
  • Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations (#329) [arXiv]
  • How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG (#586) [arXiv]

Back to Top

Generation

  • Pun-GAN: Generative Adversarial Network for Pun Generation (#267)
  • Multi-Task Learning with Language Modeling for Question Generation (#3820) [arXiv]
  • Autoregressive Text Generation beyond Feedback Loops (#3506) [arXiv]
  • The Woman Worked as a Babysitter: On Biases in Language Generation (#3874) [arXiv]
  • Counterfactual Story Reasoning and Generation (#3328) [arXiv]
  • Encode, Tag, Realize: High-Precision Text Editing (#2395) [arXiv]
  • Answer-guided and Semantic Coherent Question Generation in Open-domain Conversation (#128)
  • Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation (#1947) [arXiv]
  • A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features (#2822)
  • A Modular Architecture for Unsupervised Sarcasm Generation (#2725)
  • Interpoetry: Generating Classical Chinese Poems from Vernacular Chinese (#2534) [arXiv]
  • Set to Ordered Text: Generating Discharge Instructions from Medical Billing Codes (#724)

Back to Top

Summarization

  • Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization (#1178)
  • Text Summarization with Pretrained Encoders (#392) [arXiv]
  • How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing (#609) [arXiv]
  • Unsupervised Sentence Summarization using the Information Bottleneck Principle (#3219) [arXiv]
  • Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator (#3043)

Back to Top

Information Retrieval and Document Analysis

  • Cross-Cultural Transfer Learning for Text Classification (#1036)
  • Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification (#1190)
  • Projection Sequence Networks for On-Device Text Classification (#3202)
  • Induction Networks for Few-Shot Text Classification (#3562) [arXiv]
  • Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach (#2899) [arXiv]
  • Human-grounded Evaluations of Explanation Methods for Text Classification (#425) [arXiv]
  • A Context-based Framework for Modeling the Role and Function of On-line Resource Citations in Scientific Literature (#793)
  • Adversarial Reprogramming of Text Classification Neural Networks (#28) [arXiv]
  • Document Hashing with Mixture-Prior Generative Models (#1676) [arXiv]
  • Efficient Vector Retrieval under Maximum Inner Product (#3421)

Back to Top

Reasoning

  • Social IQa: Commonsense Reasoning about Social Interactions (#1334) [arXiv]
  • Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning (#2866) [arXiv]
  • Posing Fair Generalization Tasks for Natural Language Inference (#1413)
  • Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text (#3279) [arXiv]
  • CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text (#3183) [arXiv]

Back to Top

Syntax, Parsing, and Linguistic Theories

  • Working Hard or Hardly Working: Challenges of Integrating Typology into Neural Dependency Parsers (#3860) [arXiv]
  • Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing (#1832) [arXiv]
  • Multilingual Grammar Induction with Continuous Language Identification (#3883)
  • Quantifying the Semantic Core of Gender Systems (#2637)

Back to Top

Sentiment and Social Media

  • Perturbation Sensitivity Analysis for Detecting Unintended Model Biases (#3447) [arXiv]
  • Automatically Inferring Gender Associations from Language (#3519) [arXiv]
  • Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes (#3715) [arXiv]
  • Minimally Supervised Learning of Affective Events Using Discourse Relations (#3493) [arXiv]

Back to Top

Phonology, Word Segmentation, and Parsing

  • Constraint-based Learning of Phonological Processes (#451)
  • Detect Camouflaged Spam Content via StoneSkipping: Graph and Text Joint Embedding for Chinese Character Variation Representation (#1340) [arXiv]
  • A Generative Model for Punctuation in Dependency Trees (#TACL-1582) [arXiv]

Back to Top

Poster & Demo Session

Information Extraction, Information Retrieval and Document Analysis, Linguistic Theories

  • Leveraging Dependency Forest for Neural Medical Relation Extraction (#249)
  • Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data (#569)
  • Improving Relation Extraction with Knowledge-attention (#710) [arXiv]
  • Jointly Learning Entity and Relation Representations for Entity Alignment (#782) [arXiv]
  • Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion (#796) [arXiv]
  • Low-Resource Name Tagging Learned with Weakly Labeled Data (#821) [arXiv]
  • Learning Dynamic Context Augmentation for Global Entity Linking (#841) [arXiv]
  • Open Event Extraction from Online Texts using a Generative Adversarial Network (#859) [arXiv]
  • Learning to Bootstrap for Entity Set Expansion (#1001)
  • Multi-input Multi-output Sequence Labeling for Joint Extraction of Fact and Condition Tuples from Scientific Text (#1149)
  • Cross-lingual Structure Transfer for Relation and Event Extraction (#1210)
  • Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation Maximization Framework (#1365) [arXiv]
  • Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction (#1736) [arXiv]
  • Event Detection with Trigger-Aware Lattice Neural Network (#1816)
  • A Boundary-aware Neural Model for Nested Named Entity Recognition (#1874)
  • Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning (#2024)
  • CaRe: Open Knowledge Graph Embeddings (#2439)
  • Self-Attention Enhanced CNNs and Collaborative Curriculum Learning for Distantly Supervised Relation Extraction (#2793)
  • Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping (#3014)
  • Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction (#3059) [arXiv]
  • EntEval: A Holistic Evaluation Benchmark for Entity Representations (#3317) [arXiv]
  • Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction (#3646) [arXiv]
  • Hierarchical Text Classification with Reinforced Label Assignment (#32) [arXiv]
  • Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification (#314)
  • Label-Specific Document Representation for Multi-Label Text Classification (#721)
  • Hierarchical Attention Prototypical Networks for Few-Shot Text Classification (#729)
  • Many Faces of Feature Importance: Comparing Built-in and Post-hoc Feature Importance in Text Classification (#2087)
  • Enhancing Local Feature Extraction with Global Representation for Neural Text Classification (#2273)
  • Latent-Variable Generative Text Classifiers for Data-Efficient NLP (#3004)
  • PaRe: A Paper-Reviewer Matching Approach Using a Common Topic Space (#3239) [arXiv]
  • Linking artificial and human neural representations of language (#2750) [arXiv]

Back to Top

Machine Translation and Mulitilinguality, Phonology, Morphology and Word Segmentation, Tagging, Chunking, Syntax and Parsing

  • Explicit Cross-lingual Pre-training for Unsupervised Machine Translation (#233) [arXiv]
  • Latent Part-of-Speech Sequences for Neural Machine Translation (#410) [arXiv]
  • Improving Back-Translation with Uncertainty-based Confidence Estimation (#798) [arXiv]
  • Towards Linear Time Neural Machine Translation with Capsule Networks (#846) [arXiv]
  • Modeling Multi-mapping relations for Precise Cross-lingual Entity Alignment (#985)
  • Supervised and Nonlinear Alignment of Two Embedding Spaces for Dictionary Induction in Low Resourced Languages (#1226)
  • Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT (#1414) [arXiv]
  • Iterative Dual Domain Adaptation for Neural Machine Translation (#1427)
  • Multi-agent Learning for Neural Machine Translation (#1484) [arXiv]
  • Pivot-based Transfer Learning for Neural Machine Translation between non-English Languages (#1869) [arXiv]
  • Context-Aware Monolingual Repair for Neural Machine Translation (#1967) [arXiv]
  • Multi-Granularity Self-Attention for Neural Machine Translation (#2330) [arXiv]
  • The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives (#2415) [arXiv]
  • Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention (#2537) [arXiv]
  • A Discriminative Neural Model for Cross-Lingual Word Alignment (#2961) [arXiv]
  • One Model to Learn Both: Zero Pronoun Prediction and Translation (#3571) [arXiv]
  • Dynamic Past and Future for Neural Machine Translation (#3601) [arXiv]
  • Revisit Automatic Error Detection for Wrong and Missing Translation ‐ A Supervised Approach (#3770)
  • Towards Understanding Neural Machine Translation with Word Importance (#3857) [arXiv]
  • Multilingual Neural Machine Translation with Language Clustering (#4056) [arXiv]
  • Don't Forget the Long Tail! A Comprehensive Analysis of Morphological Generalization in Bilingual Lexicon Induction (#1065) [arXiv]
  • A Functionalist Account of Vowel System Typology (#1268)
  • Pushing the Limits of Low-Resource Morphological Inflection (#2230) [arXiv]
  • Morphological Analysis Using a Sequence Decoder (#TACL-1654)
  • Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank (#205) [arXiv]
  • Hierarchical Pointer Net Parsing (#531) [arXiv]
  • Semi-Supervised Semantic Role Labeling with Cross-View Training (#719)
  • Low-Resource Sequence Labeling via Unsupervised Multilingual Contextualized Representations (#809)
  • A Lexicon-Based Graph Neural Network for Chinese NER (#863)
  • CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding (#1556) [arXiv]
  • Tree Transformer: Integrating Tree Structures into Self-Attention (#1794) [arXiv]
  • Semantic Role Labeling with Iterative Structure Refinement (#2179) [arXiv]
  • Entity Projection via Machine-Translation for Cross-Lingual NER (#2724) [arXiv]
  • A Bayesian Approach for Sequence Tagging with Crowds (#2738) [arXiv]
  • A systematic comparison of methods for low-resource dependency parsing on genuinely low-resource languages (#3091) [arXiv]
  • Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing (#3368) [arXiv]
  • Look-up and Adapt: A One-shot Semantic Parser (#3711)
  • Similarity Based Auxiliary Classifier for Named Entity Recognition (#3886)
  • Variable beam search for generative neural parsing and its relevance for neuro-imaging signal analysis (#4015)

Back to Top

Dialog and Interactive Systems, Machine Translation and Multilinuality, Phonology, Morphology, and Word Segmentation, Speech, Vision, Robotics, Multimodal and Grounding, Tagging, Chunking, Syntax and Parsing

  • Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue (#242)
  • Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation (#622)
  • Semi-Supervised Bootstrapping of Dialogue State Trackers for Task-Oriented Modelling (#1011)
  • A Progressive Model to Enable Continual Learning for Semantic Slot Filling (#1289)
  • CASA-NLU: Context-Aware Self-Attentive Natural Language Understanding for Task-Oriented Chatbots (#1447) [arXiv]
  • Sampling Matters! An Empirical Study of Negative Sampling Strategies for Learning of Matching Models in Retrieval-based Dialogue Systems (#2050)
  • Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables (#2329)
  • Modeling Multi-Action Policy for Task-Oriented Dialogues (#2650) [arXiv]
  • An Evaluation for Intent Classification and Out-of-Scope Prediction (#3471) [arXiv]
  • Automatically Learning Data Augmentation Policies for Dialogue Tasks (#3528) [arXiv]
  • uniblock: Scoring and Filtering Corpus with Unicode Block Information (#351) [arXiv]
  • Multilingual word translation using auxiliary languages (#533)
  • Towards Better Modeling Hierarchical Structure for Self-Attention with Ordered Neurons (#801) [arXiv]
  • Improved Sentence Alignment in Linear Time and Space (#1284)
  • Simpler and Faster Learning of Adaptive Policies for Simultaneous Translation (#1603) [arXiv]
  • Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER (#1889) [arXiv]
  • Recurrent Embedding for Neural Machine Translation (#2114)
  • Machine Translation for Machines: the Sentiment Classification Use Case (#2413) [arXiv]
  • Investigating the Effectiveness of BPE: The Power of Shorter Sequences (#2552)
  • HABLex: Human Annotated Bilingual Lexicons for Experiments in Machine Translation (#3022)
  • Handling Syntactic Divergence in Low-resource Machine Translation (#3336) [arXiv]
  • Speculative Beam Search for Simultaneous Translation (#3487) [arXiv]
  • Self-Attention with Structural Position Representations (#3548) [arXiv]
  • Low-Resource Neural Machine Translation by Exploiting Multilingualism through Multi-Step Fine-Tuning Using N-way Parallel Corpora (#3590)
  • Unsupervised Domain Adaptation for Neural Machine Translation with Domain-Aware Feature Embeddings (#3716) [arXiv]
  • A Regularization-based Framework for Bilingual Grammar Induction (#4061)
  • Encoders Help You Disambiguate Word Senses in Neural Machine Translation (#4083) [arXiv]
  • Korean Morphological Analysis with Tied Sequence-to-Sequence Multi-Task Model (#2376)
  • Convolutional Neural Networks for Diacritic Restoration (#3733)
  • Improving Visual Dialog by Learning to Answer Diverse Questions (#459)
  • Cross-lingual Transfer Learning with Data Selection for Large-Scale Spoken Language Understanding (#790) [arXiv]
  • Multi-Head Attention with Diversity for Learning Grounded Multilingual Multimodal Representations (#2786) [arXiv]
  • Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering (#3263) [arXiv]
  • REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image Captioning (#3293) [arXiv]
  • WSLLN: Weakly Supervised Natural Language Localization Networks (#3398) [arXiv]
  • Grounding learning of modifier dynamics: An application to colour naming. (#3748) [arXiv]
  • Efficient Navigation with Language Pre-training and Stochastic Sampling (#3830) [arXiv]
  • Towards Making a Dependency Parser See (#413) [arXiv]
  • Unsupervised Labeled Parsing with Deep Inside-Outside Recursive Autoencoders (#1234) [arXiv]
  • Dependency Parsing for Spoken Dialog Systems (#3171) [arXiv]
  • Span-based Hierarchical Semantic Parsing for Task-Oriented Dialog (#3240)

Back to Top

Dialog and Interactive Systems, Speech, Vision, Robotics, Multimodal and Grounding

  • Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks (#9) [arXiv]
  • Multi-Granularity Representations of Dialog (#64) [arXiv]
  • Are You for Real? Detecting Identity Fraud via Dialogue Interactions (#111) [arXiv]
  • Hierarchy Response Learning for Neural Conversation Generation (#124)
  • Knowledge Aware Conversation Generation with Explainable Reasoning on Augmented Graphs (#138) [arXiv]
  • Adaptive Parameterization for Neural Dialogue Generation (#298)
  • Towards Knowledge-Based Recommender Dialog System (#316) [arXiv]
  • Structuring latent spaces for stylized response generation (#419) [arXiv]
  • Improving Open-Domain Dialogue Systems via Multi-Turn Incomplete Utterance Restoration (#537)
  • Unsupervised Context Rewriting for Open Domain Conversation (#771)
  • Dually Interactive Matching Network for Personalized Response Selection in Retrieval-Based Chatbots (#866) [arXiv]
  • DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs (#1432) [arXiv]
  • Retrieval-guided Dialogue Response Generation via a Matching-to-Generation Framework (#1550)
  • Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation (#1842) [arXiv]
  • Low-Resource Response Generation with Template Prior (#1931) [arXiv]
  • A Discrete CVAE for Response Generation on Short-Text Conversation (#2039)
  • Who Is Speaking to Whom? Learning to Identify Utterance Addressee in Multi-Party Conversations (#2495)
  • A Semi-Supervised Stable Variational Network for Promoting Replier-Consistency in Dialogue Generation (#2594)
  • Modeling Personalization in Continuous Space for Response Generation via Augmented Wasserstein Autoencoders (#2685)
  • Variational Hierarchical User-based Conversation Model (#3513)
  • Recommendation as a Communication Game: Self-Supervised Role-Playing for Goal-oriented Dialogue (#3727) [arXiv]
  • CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases (#3881) [arXiv]
  • A Practical Dialogue-Act-Driven Conversation Model for Multi-Turn Response Selection (#3954)
  • How to Build User Simulators to Train RL-based Dialog Systems (#4003) [arXiv]
  • Graph Convolutional Network with Sequential Attention for Goal-Oriented Dialogue Systems (#TACL-1676)
  • Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning (#294)
  • Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach (#370) [arXiv]
  • Dual Attention Networks for Visual Reference Resolution in Visual Dialog (#401) [arXiv]
  • Unsupervised Discovery of Multimodal Links in Multi-image, Multi-sentence Documents (#942) [arXiv]
  • UR-FUNNY: A Multimodal Language Dataset for Understanding Humor (#996) [arXiv]
  • Partners in Crime: Multi-view Sequential Inference for Movie Understanding (#1923)
  • Guiding the Flowing of Semantics: Interpretable Video Captioning via POS Tag (#2097)
  • A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding (#2414) [arXiv]
  • Talk2Car: Taking Control Of Your Self Driving Car (#2718) [arXiv]
  • Fact-Checking Meets Fauxtography: Verifying Claims About Images (#2739) [arXiv]
  • Video Dialog via Progressive Inference and Cross-Transformer (#2766)
  • Executing Instructions in Situated Collaborative Interactions (#2884) [arXiv]
  • Fusion of Detected Objects in Text for Visual Question Answering (#3099) [arXiv]
  • TIGEr: Text-to-Image Grounding for Image Caption Evaluation (#3260) [arXiv]

Back to Top

Question Answering, Textual Inference and Other Areas of Semantics

  • Tree-structured Decoding for Solving Math Word Problems (#56)
  • PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text (#86) [arXiv]
  • Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning (#107) [arXiv]
  • Finding Generalizable Evidence by Learning to Convince Q&A Models (#179) [arXiv]
  • Ranking and Sampling in Open-domain Question Answering (#468)
  • A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs (#618) [arXiv]
  • Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss (#807)
  • Multi-task Learning for Conversational Question Answering Over a Large-Scale Knowledge Base (#924) [arXiv]
  • BiPaR: A Bilingual Parallel Dataset for Multilingual and Cross-lingual Reading Comprehension on Novels (#1930) [arXiv]
  • Language Models as Knowledge Bases? (#2085) [arXiv]
  • NumNet: Machine Reading Comprehension with Numerical Reasoning (#2237) [arXiv]
  • Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks (#2277) [arXiv]
  • Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering (#2390) [arXiv]
  • Adversarial Domain Adaptation for Machine Reading Comprehension (#2764) [arXiv]
  • Incorporating External Knowledge into Machine Reading for Generative Question Answering (#2820) [arXiv]
  • Answering questions by learning to rank - Learning to rank by answering questions (#2825) [arXiv]
  • Discourse-Aware Semantic Self-Attention for Narrative Reading Comprehension (#2940) [arXiv]
  • Revealing the Importance of Semantic Retrieval for Machine Reading at Scale (#2945) [arXiv]
  • PubMedQA: A Dataset for Biomedical Research Question Answering (#2978) [arXiv]
  • Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering (#3164)
  • Answering Complex Open-domain Questions Through Iterative Query Generation (#3417) [arXiv]
  • NL2pSQL: Generating Pseudo-SQL Queries from Under-specified Natural Language Questions (#3489)
  • Leveraging Frequent Query Substructures to Generate Formal Queries for Complex Question Answering (#4004) [arXiv]
  • Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning (#147)
  • Learning to Update Knowledge Graph by Reading News (#493)
  • DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning (#709)
  • Original Semantics-Oriented Attention and Deep Fusion Network for Sentence Matching (#829)
  • Representation Learning with Ordered Relation Paths for Knowledge Graph Completion (#972) [arXiv]
  • Collaborative Policy Learning for Open Knowledge Graph Reasoning (#1018) [arXiv]
  • Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder (#1444) [arXiv]
  • Asynchronous Deep Interaction Network for Natural Language Inference (#2257)
  • Keep Calm and Switch On! Preserving Sentiment and Fluency in Semantic Text Exchange (#2830) [arXiv]
  • Query-focused Scenario Construction (#3550) [arXiv]
  • Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model (#3819)

Back to Top

Discourse and Pragmatics, Summarization and Generation

  • Evaluating Pronominal Anaphora in Machine Translation: An Evaluation Measure and a Test Suite (#723) [arXiv]
  • A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing (#2916)
  • Weakly Supervised Multilingual Causality Extraction fromWikipedia (#3994)
  • Attribute-aware Sequence Network for Review Summarization (#210)
  • Extractive Summarization of Long Documents by Combining Global and Local Context (#268) [arXiv]
  • Enhancing Neural Data-To-Text Generation Models with External Background Knowledge (#313)
  • Reading Like HER: Human Reading Inspired Extractive Summarization (#346)
  • Contrastive Attention Mechanism for Abstractive Sentence Summarization (#361)
  • NCLS: Neural Cross-Lingual Summarization (#703) [arXiv]
  • Clickbait? Sensational Headline Generation with Auto-tuned Reinforcement Learning (#749) [arXiv]
  • Concept Pointer Network for Abstractive Summarization (#845)
  • Surface Realisation Using Full Delexicalisation (#1139)
  • Unsupervised Text Attribute Transfer via Iterative Matching and Translation (#1169) [arXiv]
  • Better Rewards Yield Better Summaries: Learning to Summarise Without References (#1191) [arXiv]
  • Mixture Content Selection for Diverse Sequence Generation (#1369) [arXiv]
  • An End-to-End Generative Architecture for Paraphrase Generation (#1375)
  • Table-to-Text Generation with Effective Hierarchical Encoder on Three dimensions (Row, Column and Time) (#1726) [arXiv]
  • Subtopic-Driven Multi-Document Summarization (#1779)
  • Referring Expression Generation Using Entity Profiles (#1805) [arXiv]
  • Exploring Diverse Expressions for Paraphrase Generation (#1834)
  • Enhancing AMR-to-Text Generation with Dual Graph Representations (#1852) [arXiv]
  • Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning (#1881)
  • Toward a task of feedback comment generation for writing learning (#2031)
  • Improving Question Generation With to the Point Context (#2033) [arXiv]
  • Deep Copycat Networks for Text-to-Text Generation (#2121)
  • Towards Controllable and Personalized Review Generation (#2412) [arXiv]
  • Answers Unite! Unsupervised Metrics for Reinforced Summarization Models (#2604) [arXiv]
  • Long and Diverse Text Generation with Planning-based Hierarchical Variational Model (#2746) [arXiv]
  • “Transforming” Delete, Retrieve, Generate Approach for Controlled Text Style Transfer (#2932) [arXiv]
  • An Entity-Driven Framework for Abstractive Summarization (#3275) [arXiv]
  • Neural Extractive Text Summarization with Syntactic Compression (#3334) [arXiv]
  • Domain Adaptive Text Style Transfer (#3511) [arXiv]
  • Let's Ask Again: Refine Network for Automatic Question Generation (#3754) [arXiv]
  • Earlier Isn't Always Better: Submodular Analysis on Corpus and System Biases in Summarization (#3846) [arXiv]

Back to Top

Information Retrieval and Document Analysis, Lexical Semantics, Sentence-level Semantics, Machine Learning

  • A Label Informative Wide & Deep Classifier for Scientific Publications (#542)
  • Text Level Graph Neural Network for Text Classification (#573) [arXiv]
  • Semantic Relatedness based Re-ranker for Text Spotting (#875) [arXiv]
  • Delta-training: Simple Semi-Supervised Text Classification using Pretrained Word Embeddings (#1306) [arXiv]
  • Visual Detection with Context for Document Layout Analysis (#1342)
  • Evaluating Topic Quality with Posterior Variability (#1562) [arXiv]
  • Neural Topic Model with Reinforcement Learning (#2494)
  • Modelling Stopping Criteria using Poisson Processes (#2705) [arXiv]
  • Cross-Domain Modeling of Sentence-Level Evidence for Document Retrieval (#3533)
  • The Challenges of Optimizing Machine Translation for Low Resource Cross-Language Information Retrieval (#4151)
  • Rotate King to get Queen: Word Relationships as Orthogonal Transformations in Embedding Space (#170) [arXiv]
  • GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge (#362) [arXiv]
  • Leveraging Adjective-Noun Phrasing Knowledge for Comparison Relation Prediction in Text-to-SQL (#670)
  • Bridging the Defined and the Defining: Exploiting Implicit Lexical Semantic Relations in Definition Modeling (#1461)
  • Don't Just Scratch the Surface: Enhancing Word Representations for Korean with Hanja (#1615) [arXiv]
  • Challenging Supervised Word Sense Disambiguation with Lexical-Semantic Combinations (#2219)
  • Hierarchical Meta-Embeddings for Code-switching Named Entity Recognition (#2419) [arXiv]
  • Context-Aware Conversation Thread Detection in Group Chat (#162)
  • Fine-tune BERT with Sparse Self-Attention Mechanism (#327)
  • Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy Labels (#806) [arXiv]
  • A Multi-Pairwise Extension of Procrustes Analysis for Multilingual Word Translation (#819)
  • Out-of-Domain Detection for Low-Resource Text Classification Tasks (#1063) [arXiv]
  • An Empirical Study of Harnessing Pre-Trained Neural Networks with Rules for Formality Style Transfer (#1877)
  • Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training (#1925)
  • Improved Differentiable Architecture Search for Language Model and Named Entity Recognition (#2104)
  • Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets (#2696)
  • Single Training Dimension Selection for Word Embedding with PCA (#2741) [arXiv]
  • A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text (#3040) [arXiv]
  • SciBERT: A Pretrained Language Model for Scientific Text (#3115) [arXiv]
  • Humor Detection: A Transformer Gets the Last Laugh (#3265) [arXiv]
  • Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training (#3585)
  • Small and Practical BERT models for Sequence Labeling (#3631) [arXiv]
  • Data Augmentation with Atomic Templates for Spoken Language Understanding (#3776) [arXiv]
  • PaLM: A Hybrid Parser and Language Model (#4026) [arXiv]
  • A Pilot Study for Chinese SQL Semantic Parsing (#1593) [arXiv]
  • Global Reasoning over Database Structures for Text-to-SQL Parsing (#1616) [arXiv]
  • Transductive Learning of Neural Language Models for Syntactic and Semantic Analysis (#1712)
  • Efficient Sentence Embedding using Discrete Cosine Transform (#2287) [arXiv]
  • A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection (#2393)
  • PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification (#3233) [arXiv]
  • Pretrained Language Models for Sequential Sentence Classification (#3887) [arXiv]
  • Emergent Linguistic Phenomena in Multi-Agent Communication Games (#2402) [arXiv]

Back to Top

Machine Learning

  • A Logic-Driven Framework for Consistency of Neural Models (#6) [arXiv]
  • Style Transfer for Texts: to Err is Human, but Error Margins Matter (#109)
  • Implicit Deep Latent Variable Models for Text Generation (#161) [arXiv]
  • Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach (#200)
  • Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation (#247) [arXiv]
  • Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks (#373) [arXiv]
  • Learning Only from Relevant Keywords and Unlabeled Documents (#399) [arXiv]
  • Denoising-based Sequence-to-Sequence Pre-training for Text Generation (#592) [arXiv]
  • Dialog Intent Induction with Deep Multi-View Clustering (#686) [arXiv]
  • Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction (#718) [arXiv]
  • Auditing Deep Learning processes through Kernel-based Explanatory Models (#888)
  • Enhancing Recurrent Variational Autoencoders with Mutual Information Estimation for Text Generation (#1060)
  • Sampling Bias in Deep Active Classification: An Empirical Study (#1286) [arXiv]
  • Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases (#1321) [arXiv]
  • Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation (#1360) [arXiv]
  • Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control (#1422)
  • Experimenting with Power Divergences for Language Modeling (#1435)
  • Hierarchically-Refined Label Attention Network for Sequence Labeling (#1590) [arXiv]
  • Certified Robustness to Adversarial Word Substitutions (#1709) [arXiv]
  • Visualizing and Understanding the Effectiveness of BERT (#1846) [arXiv]
  • Topics to Avoid: Demoting Latent Confounds in Text Classification (#2147) [arXiv]
  • Learning to Ask for Conversational Machine Learning (#2168)
  • Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training (#2270) [arXiv]
  • Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs (#2394)
  • Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation (#2441) [arXiv]
  • Exploiting Monolingual Data at Scale for Neural Machine Translation (#2477)
  • Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs (#2554) [arXiv]
  • Distributionally Robust Language Modeling (#2660) [arXiv]
  • Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling (#2686) [arXiv]
  • Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial Crowds (#2706) [arXiv]
  • Parallel Iterative Edit Models for Local Sequence Transduction (#2716) [arXiv]
  • ARAML: A Stable Adversarial Training Framework for Text Generation (#2882) [arXiv]
  • FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow (#2905) [arXiv]
  • Compositional Generalization for Premitive Substitutions (#3039) [arXiv]
  • WikiCREM: A large unsupervised corpus for co-reference resolution (#3089) [arXiv]
  • Identifying and Explaining Discriminative Attributes (#3146) [arXiv]
  • Patient Knowledge Distillation for BERT Model Compression (#3194) [arXiv]
  • Neural Gaussian Copula for Variational Autoencoder (#3254) [arXiv]
  • Empirical Study of Transformer's Attention Mechanism via the Lens of Kernel (#3261)
  • Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification (#3478) [arXiv]
  • Revealing the Dark Secrets of BERT (#3494) [arXiv]
  • Machine Translation With Weakly Paired Documents (#4149)
  • Countering Language Drift via Grounding (#2201)

Back to Top

Social Media and Computational Social Science, Text Mining and NLP Applications

  • Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts (#52) [arXiv]
  • Neural Conversation Recommendation with Online Interaction Modeling (#705)
  • Different Acquisition from the Same Sharing: Sifting Multi-task Learning for Fake News Detection (#720) [arXiv]
  • Text-based inference of moral sentiment change (#965)
  • Detecting Causal Language Use in Science Findings (#1439)
  • Multilingual and Multi-aspect Hate Speech Analysis (#1468) [arXiv]
  • MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims (#1969) [arXiv]
  • A Deep Neural Information Fusion Architecture for Textual Network Embeddings (#2006) [arXiv]
  • You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP (#2186) [arXiv]
  • Unsupervised Domain Adaptation for Political Document Analysis (#2606)
  • Macrocosm: Social Media Persona Linking for OSINT Applications (#2659)
  • A Hierarchical Location Prediction Neural Network for Twitter User Geolocation (#2693)
  • Trouble on the Horizon: Forecasting the Derailment of Online Conversations as they Develop (#2828) [arXiv]
  • A Benchmark Dataset for Learning to Intervene in Online Hate Speech (#3391) [arXiv]
  • Detecting and Reducing Bias in a High Stakes Domain (#3461) [arXiv]
  • CodeSwitch-Reddit: Exploration of Written Multilingual Discourse in Online Discussion Forums (#3566) [arXiv]
  • Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity (#3592) [arXiv]
  • Measuring Online Debaters' Persuasive Skill from Text over Time (#TACL-1639)
  • Reconstructing Capsule Networks for Zero-shot Intent Classification (#142)
  • Domain Adaptation for Person-Job Fit with Transferable Deep Global Match Network (#239)
  • Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification (#299)
  • Comparing and Developing Tools to Measure the Readability of Domain-Specific Texts (#438)
  • News2vec: News Network Embedding with Subnode Information (#473)
  • Recursive Context-Aware Lexical Simplification (#732)
  • Transfer Learning from Medical Literature for Section Prediction in Electronic Health Records (#1103)
  • Neural News Recommendation with Heterogeneous User Behavior (#1459)
  • Reviews Meet Graphs: Enhancing User and Item Representations for Recommendation with Hierarchical Attentive Graph Neural Network (#1470)
  • Event Representation Learning Enhanced with External Commonsense Knowledge (#1551) [arXiv]
  • Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification (#1572) [arXiv]
  • A Neural Citation Count Prediction Model based on Peer Review Text (#1661)
  • Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs (#2044) [arXiv]
  • Semi-supervised Text Style Transfer: Cross Projection in Latent Space (#2052) [arXiv]
  • Question Answering for Privacy Policies: Combining Computational and Legal Perspectives (#2129)
  • Stick to the Facts: Learning towards a Fidelity-oriented E-Commerce Product Description Generation (#2381)
  • Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks (#2389)
  • Learning to Infer Entities, Properties and their Relations from Clinical Conversations (#2942) [arXiv]
  • Practical Correlated Topic Modeling via the Rectified Anchor Word Algorithm (#3072)
  • Modeling the Relationship between User Comments and Edits in Document Revision (#3128)
  • PRADO: Projection Attention Networks for Document Classification On-Device (#3218)
  • Subword Language Model for Query Auto-Completion (#3873) [arXiv]
  • Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph (#4069)

Back to Top

Sentiment Analysis and Argument Mining, Lexical Semantics, Sentence-level Semantics

  • Multi-Relational Word Embeddings for Selectional Preferences (#623)
  • MulCode: A Multiplicative Multi-way Model for Compressing Neural Language Model (#700)
  • It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Augmentation (#1220) [arXiv]
  • Examining Gender Bias in Languages with Grammatical Gender (#1741) [arXiv]
  • Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation (#3071)
  • Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations (#3702) [arXiv]
  • Do Neural NLP Models Know Numbers? Probing Numeracy in Embeddings (#3972) [arXiv]
  • A Split-and-Recombine Approach for Follow-up Query Analysis (#552) [arXiv]
  • Text2Math: End-to-end Parsing Text into Math Expressions (#1086) [arXiv]
  • Editing-based SQL Query Generation for Cross-Domain Context-Dependent Questions (#1287) [arXiv]
  • Syntax-aware Multilingual Semantic Role Labeling (#1351) [arXiv]
  • Cloze-driven Pretraining of Self-attention Networks (#1446) [arXiv]
  • Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling (#1558)
  • A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling (#1836)
  • Injecting Phrasal Paraphrase Relation into Sentence Representation for Semantic Equivalence Assessment (#2060)
  • Data-Anonymous Encoding for Text-to-SQL Generation (#2231)
  • Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks (#2993) [arXiv]
  • Learning Programmatic Idioms for Scalable Semantic Parsing (#3121) [arXiv]
  • Jupyter: A Large Scale Distantly Supervised Dataset for Open Domain Context Based Code Generation (#3451) [arXiv]
  • Model-based Interactive Semantic Parsing: A Unified Formulation and A Text-to-SQL Case Study (#3527) [arXiv]
  • Modeling Graph Structure in Transformer for Better AMR-to-Text Generation (#3835) [arXiv]
  • Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks (#72) [arXiv]
  • Learning Explicit and Implicit Structures for Targeted Sentiment Analysis (#281) [arXiv]
  • Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification (#317)
  • Emotion Detection with Neural Personal Discrimination (#402) [arXiv]
  • Specificity-Driven Cascading Approach for Unsupervised Sentiment Modification (#475)
  • Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification (#891)
  • Leveraging Structural and Semantic Correspondence for Attribute-Oriented Aspect Sentiment Discovery (#896) [arXiv]
  • From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining (#936) [arXiv]
  • Shallow Domain Adaptive Embeddings for Sentiment Analysis (#1477) [arXiv]
  • Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification (#1691) [arXiv]
  • A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis (#1705) [arXiv]
  • Human-Like Decision Making: Document-level Aspect Sentiment Classification via Hierarchical Reinforcement Learning (#1713)
  • A Dataset of General-Purpose Rebuttal (#1840) [arXiv]
  • Rethinking Attribute Representation and Injection for Sentiment Classification (#1992) [arXiv]
  • A Knowledge Regularized Hierarchical Approach for Emotion Cause Analysis (#2236)
  • Automatic Argument Quality Assessment - New Datasets and Methods (#2447) [arXiv]
  • Fine-Grained Analysis of Propaganda in News Articles (#2493)
  • Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis (#2707)
  • Sequential Learning of Convolutional Features for Effective Text Classification (#3182) [arXiv]
  • The Role of Pragmatic and Discourse Context in Determining Argument Impact (#3909)
  • Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree (#4182)

Back to Top

Discourse and Pragmatics, Linguistic Theories, Textual Inference, Question Answering, Summarization and Generation

  • Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains (#982)
  • Split or Merge: Which is Better for Unsupervised RST Parsing? (#1701)
  • BERT for Coreference Resolution: Baselines and Analysis (#3731) [arXiv]
  • Linguistic Versus Latent Relations for Modeling a Flow in Paragraphs (#3815) [arXiv]
  • Event Causality Recognition Exploiting Multiple Annotators' Judgments and Background Knowledge (#4125)
  • What Part of the Neural Network Does This? Understanding LSTMs by Measuring and Dissecting Memory Cells (#1181)
  • Quantity doesn't buy quality syntax with neural language models (#1227) [arXiv]
  • Higher-order Comparisons of Sentence Encoder Representations (#2000) [arXiv]
  • Text Genre and Training Data Size in Human-Like Parsing (#2379)
  • Feature2Vec: Distributional semantic modelling of human property knowledge (#2535) [arXiv]
  • Has Pepperoni and Still Vegan?! Improving Answer Consistency in VQA through Entailed Question Generation (#424) [arXiv]
  • GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level (#961) [arXiv]
  • Revisiting the Evaluation of Theory of Mind through Question Answering (#1069)
  • Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering (#1319) [arXiv]
  • A Span-Extraction Dataset for Chinese Machine Reading Comprehension (#2131) [arXiv]
  • CLAR: Contextualized and Lexicalized Aspect Representation for Non-factoid Question Answering (#2177)
  • Machine Reading Comprehension Using Structural Knowledge Graph-aware Network (#2229)
  • Answering Conversational Questions on Structured Data without Logical Forms (#2851) [arXiv]
  • Improving Answer Selection and Answer Triggering using Hard Negatives (#2859)
  • Can You Unpack That? Learning to Rewrite Questions-in-Context (#3163)
  • Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning (#3203) [arXiv]
  • Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model (#3303) [arXiv]
  • QuaRTz: An Open-Domain Dataset of Qualitative Relationship Questions (#3355) [arXiv]
  • Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension (#3470) [arXiv]
  • A Gated Self-attention Memory Network for Answer Selection (#4067) [arXiv]
  • Polly Want a Cracker: Analyzing Performance of Parroting on Paraphrase Generation Datasets (#91) [arXiv]
  • Query-focused Sentence Compression in Linear Time (#482) [arXiv]
  • Generating Personalized Recipes from Historical User Preferences (#1255) [arXiv]
  • Generating Highly Relevant Questions (#1644) [arXiv]
  • Improving Neural Story Generation by Targeted Common Sense Grounding (#1674) [arXiv]
  • Abstract Text Summarization: A Low Resource Challenge (#1963)
  • Generating Modern Poetry Automatically in Finnish (#2083)
  • SUM-QE: a BERT-based Summary Quality Estimation Model (#2422) [arXiv]
  • An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation (#2870) [arXiv]
  • Countering the effects of lead bias in news summarization via multi-stage training and auxiliary losses (#3236) [arXiv]
  • Learning Rhyming Constraints using Structured Adversaries (#3950) [arXiv]
  • Question-type Driven Question Generation (#4105) [arXiv]
  • Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization (#4107) [arXiv]
  • Clause-Wise and Recursive Decoding for Complex and Cross-Domain Text-to-SQL Generation (#285) [arXiv]
  • Do Nuclear Submarines Have Nuclear Captains? A Challenge Dataset for Commonsense Reasoning over Adjectives and Objects (#1774)
  • Aggregating Bidirectional Encoder Representations Using MatchLSTM for Sequence Matching (#2244)
  • What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition (#2765)
  • Pre-Training BERT on Domain Resources for Short Answer Grading (#3058)
  • WIQA: A dataset for “What if...” reasoning over procedural text (#3276) [arXiv]
  • Evaluating BERT for natural language inference: a case study on the CommitmentBank (#3606)
  • Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs (#3974) [arXiv]

Back to Top

Information Extraction, Text Mining and NLP Applications, Social Media and Computational Social Science, Sentiment Analysis and Argument Mining

  • An Attentive Fine-Grained Entity Typing Model with Latent Type Representation (#189)
  • An Improved Neural Baseline for Temporal Relation Extraction (#193) [arXiv]
  • Improving Fine-grained Entity Typing with Entity Linking (#822) [arXiv]
  • Combining Spans into Entities: A Neural Two-Stage Approach for Recognizing Discontiguous Entities (#1222) [arXiv]
  • Cross-Sentence N-ary Relation Extraction using Lower-Arity Universal Schemas (#1686)
  • GEANN: Gazetteer-Enhanced Attentive Neural Networks for Named Entity Recognition (#1760)
  • “A Buster Keaton of Linguistics”: First Automated Approaches for the Extraction of Vossian Antonomasia (#1782)
  • Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrase (#1799)
  • FewRel 2.0: Towards More Challenging Few-Shot Relation Classification (#2697) [arXiv]
  • ner and pos when nothing is capitalized (#2992) [arXiv]
  • CaRB: A Crowdsourced Benchmark for Open IE (#4099)
  • Weakly Supervised Attention Networks for Entity Extraction (#4158)
  • Revealing and Predicting Online Persuasion Strategy with Elementary Units (#19)
  • A Challenge Dataset and Effective Models for Aspect-Based Sentiment Analysis (#849)
  • Learning with Noisy Labels for Sentence-level Sentiment Classification (#1157) [arXiv]
  • DENS: A Dataset for Multi-class Emotion Analysis (#1347)
  • Multi-Task Stance Detection with Sentiment and Stance Lexicons (#3016)
  • A Robust Self-Learning Framework for Cross-Lingual Text Classification (#3085)
  • Learning to Flip the Sentiment of Reviews from Non-Parallel Corpora (#3869)
  • Label Embedding using Hierarchical Structure of Labels for Twitter Classification (#80)
  • Interpretable Word Embeddings via Informative Priors (#393) [arXiv]
  • TalkDown: A Corpus for Condescension Detection in Context (#1526) [arXiv]
  • Adversarial Removal of Demographic Attributes Revisited (#2101) [arXiv]
  • A deep-learning framework to detect sarcasm targets (#2170)
  • In Plain Sight: Media Bias through the Lens of Factual Reporting (#2759) [arXiv]
  • Incorporating Label Dependencies in Multilabel Stance Detection (#3333)
  • Investigating Sports Commentator Bias within a Large Corpus of American Football Broadcasts (#3345)
  • Charge-Based Prison Term Prediction with Deep Gating Network (#759) [arXiv]
  • Restoring ancient text using deep learning: a case study on Greek epigraphy (#1020) [arXiv]
  • Embedding Lexical Features via Tensor Decomposition for Small Sample Humor Recognition (#1068)
  • EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks (#1192) [arXiv]
  • Neural News Recommendation with Multi-Head Self-Attention (#1581)
  • What Matters for Neural Cross-Lingual Named Entity Recognition: An Empirical Analysis (#1611) [arXiv]
  • Telling the Whole Story: A Manually Annotated Chinese Dataset for the Analysis of Humor in Jokes (#1737)
  • Generating Natural Anagrams: Towards Language Generation under Hard Combinatorial Constraints (#1763)
  • STANCY: Stance Classification Based on Consistency Cues (#2013) [arXiv]
  • Cross-lingual intent classification in a low resource industrial setting (#2551)
  • SoftRegex: Generating Regex from Natural Language Description using Softened Regex Equivalence (#2839)
  • Using Clinical Notes with Multimodal Learning for ICU Management. (#2907)
  • Spelling-Aware Construction of Mixed-Language Texts for Teaching Foreign-Language Vocabulary (#3639)
  • Towards Machine Reading for Interventions from Humanitarian-Assistance Program Literature (#3718)
  • RUN through the Streets: Dataset and Models for Realistic Urban Navigation (#4014) [arXiv]

Back to Top

License

license

To the extent possible under law, Joohong Lee has waived all copyright and related or neighboring rights to this work.

About

Statistics and Accepted paper list with arXiv link of EMNLP-IJCNLP 2019

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published