ErAConD: Error Annotated Conversational Dialog Dataset for Grammatical Error Correction NewsEdits: A News Article Revision Dataset and a Novel Document-Level Reasoning Challenge SUBS: Subtree Substitution for Compositional Semantic Parsing Two Contrasting Data Annotation Paradigms for Subjective NLP Tasks Political Ideology and Polarization: A Multi-dimensional Approach Cooperative Self-training of Machine Reading Comprehension GlobEnc: Quantifying Global Token Attribution by Incorporating the Whole Encoder Layer in Transformers
A Robustly Optimized BMRC for Aspect Sentiment Triplet Extraction
Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds Towards Process-Oriented, Modular, and Versatile Question Generation that Meets Educational Needs On Synthetic Data for Back Translation Towards Robust and Semantically Organised Latent Representations for Unsupervised Text Style Transfer Automatic Correction of Human Translations On the Robustness of Reading Comprehension Models to Entity Renaming Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization Cross-document Misinformation Detection based on Event Graph Reasoning Machine-in-the-Loop Rewriting for Creative Image Captioning A Word is Worth A Thousand Dollars: Adversarial Attack on Tweets Fools Stock Prediction User-Centric Gender Rewriting Reframing Human-AI Collaboration for Generating Free-Text Explanations EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple Extraction Analyzing Modality Robustness in Multimodal Sentiment Analysis Easy Adaptation to Mitigate Gender Bias in Multilingual Text Classification Long-term Control for Dialogue Generation: Methods and Evaluation Learning Dialogue Representations from Consecutive Utterances PARADISE: Exploiting Parallel Data for Multilingual Sequence-to-Sequence Pretraining GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering Generating Repetitions with Appropriate Repeated Words
CompactIE: Compact Facts in Open Information Extraction
CoSIm: Commonsense Reasoning for Counterfactual Scene Imagination OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering Provably Confidential Language Modelling KAT: A Knowledge Augmented Transformer for Vision-and-Language When a sentence does not introduce a discourse entity, Transformer-based models still sometimes refer to it On Curriculum Learning for Commonsense Reasoning FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive Summarization ScAN: Suicide Attempt and Ideation Events Dataset Socially Aware Bias Measurements for Hindi Language Representations AmbiPun: Generating Humorous Puns with Ambiguous Context EmpHi: Generating Empathetic Responses with Human-like Intents Inducing and Using Alignments for Transition-based AMR Parsing Masked Part-Of-Speech Model: Does Modeling Long Context Help Unsupervised POS-tagging? DREAM: Improving Situational QA by First Elaborating the Situation Cross-Domain Detection of GPT-2-Generated Technical Text MultiSpanQA: A Dataset for Multi-Span Question Answering Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models Commonsense and Named Entity Aware Knowledge Grounded Dialogue Generation Efficient Hierarchical Domain Adaptation for Pretrained Language Models Hatemoji: A Test Suite and Adversarially-Generated Dataset for Benchmarking and Detecting Emoji-Based Hate Quality-Aware Decoding for Neural Machine Translation Pretrained Models for Multilingual Federated Learning AcTune: Uncertainty-Based Active Self-Training for Active Fine-Tuning of Pretrained Language Models Go Back in Time: Generating Flashbacks in Stories with Event Temporal Prompts Many Hands Make Light Work: Using Essay Traits to Automatically Score Essays
Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction
Twitter-COMMs: Detecting Climate, COVID, and Military Multimodal Misinformation BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation Disentangled Learning of Stance and Aspect Topics for Vaccine Attitude Detection in Social Media Same Neurons, Different Languages: Probing Morphosyntax in Multilingual Pre-trained Models MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided Adaptation Implicit n-grams Induced by Recurrence
Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-Awareness
MuCPAD: A Multi-Domain Chinese Predicate-Argument Dataset ValCAT: Variable-Length Contextualized Adversarial Transformations Using Encoder-Decoder Language Model CIAug: Equipping Interpolative Augmentation with Curriculum Learning Proposition-Level Clustering for Multi-Document Summarization BAD-X: Bilingual Adapters Improve Zero-Shot Cross-Lingual Transfer Combining Humor and Sarcasm for Improving Political Parody Detection TIE: Topological Information Enhanced Structural Reading Comprehension on Web Pages Extending Multi-Text Sentence Fusion Resources via Pyramid Annotations The Devil is in the Details: On the Pitfalls of Vocabulary Selection in Neural Machine Translation MultiCite: Modeling realistic citations requires moving beyond the single-sentence single-label setting
DEGREE: A Data-Efficient Generation-Based Event Extraction Model
Hero-Gang Neural Model For Named Entity Recognition All You May Need for VQA are Image Captions Frustratingly Easy System Combination for Grammatical Error Correction Simple Local Attentions Remain Competitive for Long-Context Tasks Multi-Relational Graph Transformer for Automatic Short Answer Grading CS1QA: A Dataset for Assisting Code-based Question Answering in an Introductory Programming Course Unsupervised Cross-Lingual Transfer of Structured Predictors without Source Data Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text Generation Reference-free Summarization Evaluation via Semantic Correlation and Compression Ratio Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models Sentence-Level Resampling for Named Entity Recognition Word Tour: One-dimensional Word Embeddings via the Traveling Salesman Problem Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks Do Prompt-Based Models Really Understand the Meaning of Their Prompts? GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction LITE: Intent-based Task Representation Learning Using Weak Supervision SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling Combating the Curse of Multilinguality in Cross-Lingual WSD by Aligning Sparse Contextualized Word Representations What do tokens know about their characters and how do they know it? AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization Paragraph-based Transformer Pre-training for Multi-Sentence Inference Interactive Query-Assisted Summarization via Deep Reinforcement Learning QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization How Gender Debiasing Affects Internal Model Representations, and Why It Matters A Structured Span Selector Learning To Retrieve Prompts for In-Context Learning Necessity and Sufficiency for Explaining Text Classifiers: A Case Study in Hate Speech Detection Learning to Retrieve Passages without Supervision Re2G: Retrieve, Rerank, Generate Don’t sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks Gender Bias in Masked Language Models for Multiple Languages Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization MetaICL: Learning to Learn In Context Robust Conversational Agents against Imperceptible Toxicity Triggers Selective Differential Privacy for Language Modeling Do Trajectories Encode Verb Meaning? Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion Modal Dependency Parsing via Language Model Priming Document-Level Relation Extraction with Sentences Importance Estimation and Focusing Triggerless Backdoor Attack for NLP Tasks with Clean Labels PPL-MCTS: Constrained Textual Generation Through Discriminator-Guided MCTS Decoding Interpretable Proof Generation via Iterative Backward Reasoning Incorporating Centering Theory into Neural Coreference Resolution Progressive Class Semantic Matching for Semi-supervised Text Classification Features or Spurious Artifacts? Data-centric Baselines for Fair and Robust Hate Speech Detection A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translation
Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis
Analyzing Encoded Concepts in Transformer Language Models MuCGEC: a Multi-Reference Multi-Source Evaluation Dataset for Chinese Grammatical Error Correction NeuS: Neutral Multi-News Summarization for Mitigating Framing Bias Enhance Incomplete Utterance Restoration by Joint Learning Token Extraction and Text Generation Efficient Constituency Tree based Encoding for Natural Language to Bash Translation ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition
A Dataset for N-ary Relation Extraction of Drug Combinations
FactGraph: Evaluating Factuality in Summarization with Semantic Graph Representations Global Entity Disambiguation with BERT Clues Before Answers: Generation-Enhanced Multiple-Choice QA Towards Efficient NLP: A Standard Evaluation and A Strong Baseline LUNA: Learning Slot-Turn Alignment for Dialogue State Tracking Crossroads, Buildings and Neighborhoods: A Dataset for Fine-grained Location Recognition CHEF: A Pilot Chinese Dataset for Evidence-Based Fact-Checking Multimodal Dialogue State Tracking On the Use of Bert for Automated Essay Scoring: Joint Learning of Multi-Scale Essay Representation Recognition of They/Them as Singular Personal Pronouns in Coreference Resolution Transparent Human Evaluation for Image Captioning DocAMR: Multi-Sentence AMR Representation and Evaluation ElitePLM: An Empirical Study on General Language Ability Evaluation of Pretrained Language Models Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand Exposing the Limits of Video-Text Models through Contrast Sets Zero-shot Sonnet Generation with Discourse-level Planning and Aesthetics Features When is BERT Multilingual? Isolating Crucial Ingredients for Cross-lingual Transfer How Conservative are Language Models? Adapting to the Introduction of Gender-Neutral Pronouns Prompt Waywardness: The Curious Case of Discretized Interpretation of Continuous Prompts Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialog ChapterBreak: A Challenge Dataset for Long-Range Language Models ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction Quantifying Language Variation Acoustically with Few Resources One Reference Is Not Enough: Diverse Distillation with Reference Selection for Non-Autoregressive Translation Can Rationalization Improve Robustness? On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning A Computational Acquisition Model for Multimodal Word Categorization Residue-Based Natural Language Adversarial Attack Detection EASE: Entity-Aware Contrastive Learning of Sentence Embedding Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics TRUE: Re-evaluating Factual Consistency Evaluation Knowledge Inheritance for Pre-trained Language Models Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation On Transferability of Prompt Tuning for Natural Language Processing DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction Towards Debiasing Translation Artifacts WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuning Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting Optimising Equal Opportunity Fairness in Model Training Leaner and Faster: Two-Stage Model Compression for Lightweight Text-Image Retrieval Early Rumor Detection Using Neural Hawkes Process with a New Benchmark Dataset KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media Collective Relevance Labeling for Passage Retrieval COGMEN: COntextualized GNN based Multimodal Emotion recognitioN Revisit Overconfidence for OOD Detection: Reassigned Contrastive Learning with Adaptive Class-dependent Threshold Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings A Data Cartography based MixUp for Pre-trained Language Models TVShowGuess: Character Comprehension in Stories as Speaker Guessing Causal Distillation for Language Models FNet: Mixing Tokens with Fourier Transforms Answer Consolidation: Formulation and Benchmarking FOAM: A Follower-aware Speaker Model For Vision-and-Language Navigation Improving Compositional Generalization with Latent Structure and Data Augmentation Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modeling Imagination-Augmented Natural Language Understanding Compositional Task-Oriented Parsing as Abstractive Question Answering Learning Cross-Lingual IR from an English Retriever Testing the Ability of Language Models to Interpret Figurative Language Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity Connecting the Dots between Audio and Text without Parallel Data through Visual Knowledge Transfer Disentangling Categorization in Multi-agent Emergent Communication
GenIE: Generative Information Extraction
Entity Linking via Explicit Mention-Mention Coreference Modeling Massive-scale Decoding for Text Generation using Lattices Disentangling Indirect Answers to Yes-No Questions in Real Conversations Quantifying Adaptability in Pre-trained Language Models with 500 Tasks A Study of the Attention Abnormality in Trojaned BERTs EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification Partial-input baselines show that NLI models can ignore context, but they don’t. Learning as Conversation: Dialogue Systems Reinforced for Information Acquisition Dynamic Programming in Rank Space: Scaling Structured Inference with Low-Rank HMMs and PCFGs What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Review Domain-Oriented Prefix-Tuning: Towards Efficient and Generalizable Fine-tuning for Zero-Shot Dialogue Summarization Exact Paired-Permutation Testing for Structured Test Statistics A Balanced Data Approach for Evaluating Cross-Lingual Transfer: Mapping the Linguistic Blood Bank SSEGCN: Syntactic and Semantic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis DUCK: Rumour Detection on Social Media by Modelling User and Comment Propagation Networks SkillSpan: Hard and Soft Skill Extraction from English Job Postings A Double-Graph Based Framework for Frame Semantic Parsing An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling
A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction
Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance Learning JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering Models In a Spelling Bee: Language Models Implicitly Learn the Character Composition of Tokens A Corpus for Understanding and Generating Moral Stories
Modeling Multi-Granularity Hierarchical Features for Relation Extraction
Cross-modal Contrastive Learning for Speech Translation KALA: Knowledge-Augmented Language Model Adaptation Sketching as a Tool for Understanding and Accelerating Self-attention for Long Sequences Semantically Informed Slang Interpretation TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Syn2Vec: Synset Colexification Graphs for Lexical Semantic Similarity On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models? Original or Translated? A Causal Analysis of the Impact of Translationese on Machine Translation Performance Visual Commonsense in Pretrained Unimodal and Multimodal Models QuALITY: Question Answering with Long Input Texts, Yes! ExSum: From Local Explanations to Model Understanding Maximum Bayes Smatch Ensemble Distillation for AMR Parsing CORWA: A Citation-Oriented Related Work Annotation Dataset Extreme Zero-Shot Learning for Extreme Text Classification ConfliBERT: A Pre-trained Language Model for Political Conflict and Violence Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification Embedding Hallucination for Few-shot Language Fine-tuning Cryptocurrency Bubble Detection: A New Stock Market Dataset, Financial Task & Hyperbolic Models Nearest Neighbor Knowledge Distillation for Neural Machine Translation DEMix Layers: Disentangling Domains for Modular Language Modeling Contrastive Learning for Prompt-based Few-shot Language Learners
Identifying Implicitly Abusive Remarks about Identity Groups using a Linguistically Informed Approach
Label Definitions Improve Semantic Role Labeling Consistency Training with Virtual Adversarial Discrete Perturbation CoMPM: Context Modeling with Speaker’s Pre-trained Memory Tracking for Emotion Recognition in Conversation DialSummEval: Revisiting Summarization Evaluation for Dialogues
Hyperbolic Relevance Matching for Neural Keyphrase Extraction
Template-free Prompt Tuning for Few-shot NER
Few-Shot Document-Level Relation Extraction
LaMemo: Language Modeling with Look-Ahead Memory Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs Neighbors Are Not Strangers: Improving Non-Autoregressive Translation under Low-Frequency Lexical Constraints A Holistic Framework for Analyzing the COVID-19 Vaccine Debate Learning to Win Lottery Tickets in BERT Transfer via Task-agnostic Mask Training You Don’t Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers’ Private Personas Hate Speech and Counter Speech Detection: Conversational Context Does Matter MCSE: Multimodal Contrastive Learning of Sentence Embeddings
HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction
Diagnosing Vision-and-Language Navigation: What Really Matters MOVER: Mask, Over-generate and Rank for Hyperbole Generation Embarrassingly Simple Performance Prediction for Abductive Natural Language Inference Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT MM-GATBT: Enriching Multimodal Representation Using Graph Attention Network ViT5: Pretrained Text-to-Text Transformer for Vietnamese Language Generation Compositional Generalization in Grounded Language Learning via Induced Model Sparsity Strong Heuristics for Named Entity Linking textless-lib: a Library for Textless Spoken Language Processing TurkishDelightNLP: A Neural Turkish NLP Toolkit
ZS4IE: A toolkit for Zero-Shot Information Extraction with simple Verbalizations
RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios SETSum: Summarization and Visualization of Student Evaluations of Teaching PaddleSpeech: An Easy-to-Use All-in-One Speech Toolkit DadmaTools: Natural Language Processing Toolkit for Persian Language
FAMIE: A Fast Active Learning Framework for Multilingual Information Extraction
Self-supervised Representation Learning for Speech Processing Constraining word alignments with posterior regularization for label transfer Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking
Knowledge Extraction From Texts Based on Wikidata
AIT-QA: Question Answering Dataset over Complex Tables in the Airline Industry Fast and Light-Weight Answer Text Retrieval in Dialogue Systems