Dan Roth

LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding ACL 2026 When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias ACL 2026 ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering ACL 2026 REaR : Retrieve, Expand and Refine for Effective Multitable Retrieval ACL 2026 SPENCE: A Syntactic Probe for Detecting Contamination in NL2SQL Benchmarks ACL 2026 Toward Robust Evaluation for Multilingual Grammatical Error Correction: Can Large Language Models Replace Human References? ACL 2026 PAR2-RAG: Planned Active Retrieval and Reasoning for Multi-Hop Question Answering ACL 2026 Program-of-Thought Reveals LLM Abstraction Ceilings EACL 2026 MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding ICLR 2025 NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models NAACL 2025 PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications EMNLP 2025 Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs EMNLP 2025 Conflicts in Texts: Data, Implications and Challenges EMNLP 2025 GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation ICML 2025 ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding ICML 2025 Beyond correlation: The impact of human uncertainty in measuring the effectiveness of automatic evaluation and LLM-as-a-judge ICLR 2025 BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models ICLR 2025 Cross-Lingual Extractive Question Answering with Unanswerable Questions EMNLP 2025 Evaluating NL2SQL via SQL2NL EMNLP 2025 Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty EMNLP 2025 On Reference (In-)Determinacy in Natural Language Inference NAACL 2025 Towards Long Context Hallucination Detection NAACL 2025 Aligning to Constraints for Data-Efficient Language Model Customization NAACL 2025 Enhancing Temporal Understanding in LLMs for Semi-structured Tables NAACL 2025 RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025 Open Domain Question Answering with Conflicting Contexts NAACL 2025 MAPWise: Evaluating Vision-Language Models for Advanced Map Queries NAACL 2025 H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables NAACL 2025 TRANSIENTTABLES: Evaluating LLMs’ Reasoning on Temporally Evolving Semi-structured Tables NAACL 2025 Leveraging LLM For Synchronizing Information Across Multilingual Tables NAACL 2025 INTERCHART: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information AACL 2025 DeAL: Decoding-time Alignment for Large Language Models ACL 2025 Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method ACL 2025 PRAISE: Enhancing Product Descriptions with LLM-Driven Structured Insights ACL 2025 Talking Point based Ideological Discourse Analysis in News Events ACL 2025 LLM-Symbolic Integration for Robust Temporal Tabular Reasoning ACL 2025 No Universal Prompt: Unifying Reasoning through Adaptive Prompting for Temporal Table Reasoning. AACL 2025 LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense Retrieval EMNLP 2025 MrGuard: A Multilingual Reasoning Guardrail for Universal LLM Safety EMNLP 2025 Weaver: Interweaving SQL and LLM for Table Reasoning EMNLP 2025 No Universal Prompt: Unifying Reasoning through Adaptive Prompting for Temporal Table Reasoning. IJCNLP 2025 INTERCHART: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information IJCNLP 2025 AutoCT: Automating Interpretable Clinical Trial Prediction with LLM Agents EMNLP 2025 Aligning LLMs for Multilingual Consistency in Enterprise Applications EMNLP 2025 Event Causality Identification with Synthetic Control EMNLP 2024 A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners EMNLP 2024 Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets EMNLP 2024 Devil’s Advocate: Anticipatory Reflection for LLM Agents EMNLP 2024 Knowledge-Aware Reasoning over Multimodal Semi-structured Tables EMNLP 2024 Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness EMNLP 2024 CODE REPRESENTATION LEARNING AT SCALE ICLR 2024 BLINK: Multimodal Large Language Models Can See but Not Perceive ECCV 2024 Fewer Truncations Improve Language Modeling ICML 2024 ConSiDERS-The-Human Evaluation Framework: Rethinking Human Evaluation for Generative Large Language Models ACL 2024 Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval ACL 2024 FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts ACL 2024 SocREval: Large Language Models with the Socratic Method for Reference-free Reasoning Evaluation NAACL 2024 ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks NAACL 2024 Deceptive Semantic Shortcuts on Reasoning Chains: How Far Can Models Go without Hallucination? NAACL 2024 What if you said that differently?: How Explanation Formats Affect Human Feedback Efficacy and User Perception NAACL 2024 ExpertQA: Expert-Curated Questions and Attributed Answers NAACL 2024 Sub-Sentence Encoder: Contrastive Learning of Propositional Semantic Representations NAACL 2024 Evaluating LLMs’ Mathematical Reasoning in Financial Document Question Answering ACL 2024 Event Semantic Classification in Context EACL 2024 Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models NIPS 2024 CoCoMIC: Code Completion by Jointly Modeling In-file and Cross-file Context COLING 2024 Enhancing LLM Capabilities Beyond Scaling Up EMNLP 2024 Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale NIPS 2024 GLUECons: A Generic Benchmark for Learning under Constraints AAAI 2023 Zero-Shot On-the-Fly Event Schema Induction EACL 2023 STREET: A MULTI-TASK STRUCTURED REASONING AND EXPLANATION BENCHMARK ICLR 2023 On Regularization and Inference with Label Constraints ICML 2023 CIKQA: Learning Commonsense Inference with a Unified Knowledge-in-the-loop QA Paradigm EACL 2023 Event Linking: Grounding Event Mentions to Wikipedia EACL 2023 Incorporating Question Answering-Based Signals into Abstractive Summarization via Salient Span Selection EACL 2023 Bootstrapping Small & High Performance Language Models with Unmasking-Removal Training Policy EMNLP 2023 Are All Steps Equally Important? Benchmarking Essentiality Detection in Event Processes EMNLP 2023 Taxonomy Expansion for Named Entity Recognition EMNLP 2023 Comparing Biases and the Impact of Multilingual Training across Multiple Languages EMNLP 2023 Using LLM for Improving Key Event Discovery: Temporal-Guided News Stream Clustering with Event Summaries EMNLP 2023 CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion NIPS 2023 On Learning Latent Models with Multi-Instance Weak Supervision NIPS 2023 A Low-Resource Approach to the Grammatical Error Correction of Ukrainian EACL 2023 Penn & BGU BabyBERTa+ for Strict-Small BabyLM Challenge EMNLP 2023 Privacy Adhering Machine Un-learning in NLP AACL 2023 Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction EACL 2023 Characterizing and Measuring Linguistic Dataset Drift ACL 2023 Rethinking the Role of Scale for In-Context Learning: An Interpretability-based Case Study at 66 Billion Scale ACL 2023 Generic Temporal Reasoning with Differential Analysis and Explanation ACL 2023 ReCode: Robustness Evaluation of Code Generation Models ACL 2023 Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning ACL 2023 In and Out-of-Domain Text Adversarial Robustness via Label Smoothing ACL 2023 Indirectly Supervised Natural Language Processing ACL 2023 Generate then Select: Open-ended Visual Question Answering Guided by World Knowledge ACL 2023 RobustQA: Benchmarking the Robustness of Domain Adaptation for Open-Domain Question Answering ACL 2023 PropSegmEnt: A Large-Scale Corpus for Proposition-Level Segmentation and Entailment Recognition ACL 2023 IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition Using Knowledge Bases ACL 2023 Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis ACL 2023 Conversation Style Transfer using Few-Shot Learning AACL 2023 Multi-lingual Evaluation of Code Generation Models ICLR 2023 Penn & BGU BabyBERTa+ for Strict-Small BabyLM Challenge CONLL 2023 Conversation Style Transfer using Few-Shot Learning IJCNLP 2023 IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition Using Knowledge Bases SEMEVAL 2023 Privacy Adhering Machine Un-learning in NLP IJCNLP 2023 New Frontiers of Information Extraction NAACL 2022 Capturing the Content of a Document through Complex Event Identification NAACL 2022 Pairwise Representation Learning for Event Coreference NAACL 2022 Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner NAACL 2022 Design Challenges for a Multi-Perspective Search Engine NAACL 2022 PerKGQA: Question Answering over Personalized Knowledge Graphs NAACL 2022 There’s a Time and Place for Reasoning Beyond the Image ACL 2022 Label Semantic Aware Pre-training for Few-shot Text Classification ACL 2022 DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization ACL 2022 Label Semantics for Few Shot Named Entity Recognition ACL 2022 Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics ACL 2022 Quantifying Clinical Outcome Measures in Patients with Epilepsy Using the Electronic Health Record ACL 2022 What Do Users Care About? Detecting Actionable Insights from User Feedback NAACL 2022 Towards Open-Domain Topic Classification NAACL 2022 RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios NAACL 2022 Re-Examining System-Level Correlations of Automatic Summarization Evaluation Metrics NAACL 2022 Yes, No or IDK: The Challenge of Unanswerable Yes/No Questions NAACL 2022 ROCK: Causal Inference Principles for Reasoning about Commonsense Causality ICML 2022 Understanding Robust Generalization in Learning Regular Languages ICML 2022 Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval ICML 2022 Weighted Training for Cross-Task Learning ICLR 2022 Cross-Modal Map Learning for Vision and Language Navigation CVPR 2022 LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval EMNLP 2022 On the Limitations of Reference-Free Evaluations of Generated Text EMNLP 2022 Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts EMNLP 2022 Zero-shot Label-Aware Event Trigger and Argument Classification IJCNLP 2021 Constrained Labeled Data Generation for Low-Resource Named Entity Recognition IJCNLP 2021 Event Time Extraction and Propagation via Graph Attention Networks NAACL 2021 Understanding the Extent to which Content Quality Metrics Measure the Information Quality of Summaries CONLL 2021 BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language CONLL 2021 Generalization in Instruction Following Systems NAACL 2021 BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language EMNLP 2021 Temporal Reasoning on Implicit Events from Distant Supervision NAACL 2021 Learning to Decompose and Organize Complex Tasks NAACL 2021 Cross-lingual Entity Alignment with Incidental Supervision EACL 2021 How Good (really) are Grammatical Error Correction Systems? EACL 2021 MultiOpEd: A Corpus of Multi-Perspective News Editorials NAACL 2021 Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection NAACL 2021 RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking System NAACL 2021 Building Low-Resource NER Models Using Non-Speaker Annotations NAACL 2021 Understanding the Extent to which Content Quality Metrics Measure the Information Quality of Summaries EMNLP 2021 Constrained Labeled Data Generation for Low-Resource Named Entity Recognition ACL 2021 Zero-shot Label-Aware Event Trigger and Argument Classification ACL 2021 Event-Centric Natural Language Processing ACL 2021 Zero-shot Event Extraction via Transfer Learning: Challenges and Insights ACL 2021 What is Your Article Based On? Inferring Fine-grained Provenance ACL 2021 Coreference Reasoning in Machine Reading Comprehension ACL 2021 Visual Pivoting for (Unsupervised) Entity Alignment AAAI 2021 Foreseeing the Benefits of Incidental Supervision EMNLP 2021 Learning Constraints and Descriptive Segmentation for Subevent Detection EMNLP 2021 Paired Examples as Indirect Supervision in Latent Decision Models EMNLP 2021 ESTER: A Machine Reading Comprehension Dataset for Reasoning about Event Semantic Relations EMNLP 2021 Back to Square One: Artifact Detection, Training and Commonsense Disentanglement in the Winograd Schema EMNLP 2021 Few-Shot Novel Concept Learning for Semantic Parsing EMNLP 2021 Compositional Data and Task Augmentation for Instruction Following EMNLP 2021 On the Effects of Transformer Size on In- and Out-of-Domain Calibration EMNLP 2021 Do We Know What We Don’t Know? Studying Unanswerable Questions beyond SQuAD 2.0 EMNLP 2021 Coreference Reasoning in Machine Reading Comprehension IJCNLP 2021 What is Your Article Based On? Inferring Fine-grained Provenance IJCNLP 2021 Zero-shot Event Extraction via Transfer Learning: Challenges and Insights IJCNLP 2021 Event-Centric Natural Language Processing IJCNLP 2021 What Are You Trying to Do? Semantic Typing of Event Processes CONLL 2020 Learnability with Indirect Supervision Signals NIPS 2020 Robust Named Entity Recognition with Truecasing Pretraining AAAI 2020 “Who said it, and Why?” Provenance for Natural Language Claims ACL 2020 Not All Claims are Created Equal: Choosing the Right Statistical Approach to Assess Hypotheses ACL 2020 Temporal Common Sense Acquisition with Minimal Supervision ACL 2020 QuASE: Question-Answer Driven Sentence Encoding ACL 2020 Commonsense Reasoning for Natural Language Processing ACL 2020 Is Killed More Significant than Fled? A Contextual Model for Salient Event Detection COLING 2020 QANom: Question-Answer driven SRL for Nominalizations COLING 2020 Joint Constrained Learning for Event-Event Relation Extraction EMNLP 2020 TORQUE: A Reading Comprehension Dataset of Temporal Ordering Questions EMNLP 2020 Analogous Process Structure Induction for Sub-event Sequence Prediction EMNLP 2020 Design Challenges in Low-resource Cross-lingual Entity Linking EMNLP 2020 “I’d rather just go to bed”: Understanding Indirect Answers EMNLP 2020 Pruning Redundant Mappings in Transformer Models via Spectral-Normalized Identity Prior EMNLP 2020 Extending Multilingual BERT to Low-Resource Languages EMNLP 2020 What do we expect from Multiple-choice QA Systems? EMNLP 2020 Do Language Embeddings capture Scales? EMNLP 2020 What Are You Trying to Do? Semantic Typing of Event Processes EMNLP 2020 SacreROUGE: An Open-Source Library for Using and Developing Summarization Evaluation Metrics EMNLP 2020 Cross-Lingual Ability of Multilingual BERT: An Empirical Study ICLR 2020 Neural Module Networks for Reasoning over Text ICLR 2020 TransOMCS: From Linguistic Graphs to Commonsense Knowledge IJCAI 2020 PerspectroScope: A Window to the World of Diverse Perspectives ACL 2019 BSNLP2019 Shared Task Submission: Multisource Neural NER Transfer ACL 2019 Evaluation of named entity coreference NAACL 2019 Text Classification with Few Examples using Controlled Generalization NAACL 2019 Partial Or Complete, That’s The Question NAACL 2019 Seeing Things from a Different Angle:Discovering Diverse Perspectives about Claims NAACL 2019 Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach EMNLP 2019 “Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding EMNLP 2019 Evidence Sentence Extraction for Machine Reading Comprehension CONLL 2019 Named Entity Recognition with Partially Annotated Training Data CONLL 2019 KnowSemLM: A Knowledge Infused Semantic Language Model CONLL 2019 A General-Purpose Algorithm for Constrained Sequential Inference CONLL 2019 Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization EMNLP 2019 ner and pos when nothing is capitalized EMNLP 2019 An Improved Neural Baseline for Temporal Relation Extraction EMNLP 2019 Randomized Greedy Search for Structured Prediction: Amortized Inference and Learning IJCAI 2019 Learning and Inference for Structured Prediction: A Unifying Perspective IJCAI 2019 “Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding IJCNLP 2019 Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization IJCNLP 2019 Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach IJCNLP 2019 An Improved Neural Baseline for Temporal Relation Extraction IJCNLP 2019 ner and pos when nothing is capitalized IJCNLP 2019 Evidence-based Trustworthiness ACL 2019 How Large Are Lions? Inducing Distributions over Quantitative Attributes ACL 2019 On the Strength of Character Language Models for Multilingual Named Entity Recognition EMNLP 2018 Systems AI: A Declarative Learning Based Programming Perspective IJCAI 2018 Multi-lingual Entity Discovery and Linking ACL 2018 CogCompTime: A Tool for Understanding Time in Natural Language EMNLP 2018 A Multi-Axis Annotation Scheme for Event Temporal Relations ACL 2018 Gold Standard Annotations for Preposition and Verb Sense with Semantic Role Labels in Adult-Child Interactions COLING 2018 End-Task Oriented Textual Entailment via Deep Explorations of Inter-Sentence Interactions ACL 2018 Joint Reasoning for Temporal and Causal Relations ACL 2018 TALEN: Tool for Annotation of Low-resource ENtities ACL 2018 Joint Multilingual Supervision for Cross-lingual Entity Linking EMNLP 2018 Zero-Shot Open Entity Typing as Type-Compatible Grounding EMNLP 2018 Bootstrapping Transliteration with Constrained Discovery for Low-Resource Languages EMNLP 2018 TwoWingOS: A Two-Wing Optimization Strategy for Evidential Claim Verification EMNLP 2018 Improving Temporal Relation Extraction with a Globally Acquired Statistical Resource NAACL 2018 Where Have I Heard This Story Before? Identifying Narrative Similarity in Movie Remakes NAACL 2018 A Distributional and Orthographic Aggregation Model for English Derivational Morphology ACL 2018 Learning Pipelines with Limited Data and Domain Knowledge: A Study in Parsing Physics Problems NIPS 2018 Looking Beyond the Surface: A Challenge Set for Reading Comprehension over Multiple Sentences NAACL 2018 Robust Cross-Lingual Hypernymy Detection Using Dependency Context NAACL 2018 A Structured Learning Approach to Temporal Relation Extraction EMNLP 2017 Integer Linear Programming formulations in Natural Language Processing EACL 2017 Cheap Translation for Cross-Lingual Named Entity Recognition EMNLP 2017 Story Comprehension for Predicting What Happens Next EMNLP 2017 Entity Linking via Joint Encoding of Types, Descriptions, and Context EMNLP 2017 A Joint Model for Semantic Sequences: Frames, Entities, Sentiments CONLL 2017 Learning What is Essential in Questions CONLL 2017 Illinois Math Solver: Math Reasoning on the Web NAACL 2016 Question Answering via Integer Programming over Semi-Structured Knowledge IJCAI 2016 Cross-Lingual Dataless Classification for Many Languages IJCAI 2016 Cross-Lingual Named Entity Recognition via Wikification CONLL 2016 Two Discourse Driven Language Models for Semantics ACL 2016 Equation Parsing : Mapping Sentences to Grounded Equations EMNLP 2016 Cross-lingual Models of Word Embeddings: An Empirical Comparison ACL 2016 Grammatical Error Correction: Machine Translation and Classifiers ACL 2016 Event Detection and Co-reference with Minimal Supervision EMNLP 2016 Revisiting the Evaluation for Cross Document Event Coreference COLING 2016 Better call Saul: Flexible Programming for Learning and Inference in NLP COLING 2016 Illinois Cross-Lingual Wikifier: Grounding Entities in Many Languages to the English Wikipedia COLING 2016 Word Embeddings with Limited Memory ACL 2016 Cross-lingual Wikification Using Multilingual Embeddings NAACL 2016 Joint Mention Extraction and Classification with Mention Hypergraphs EMNLP 2015 Unsupervised Sparse Vector Densification for Short Text Similarity NAACL 2015 Constrained Information-Theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations IJCAI 2015 Solving General Arithmetic Word Problems EMNLP 2015 Saul: Towards Declarative Learning Based Programming IJCAI 2015 Distributed Box-Constrained Quadratic Optimization for Dual Linear SVM ICML 2015 Improving a Pipeline Architecture for Shallow Discourse Parsing CONLL 2015 Solving Hard Coreference Problems NAACL 2015 A Joint Framework for Coreference Resolution and Mention Head Detection CONLL 2015 A Discriminative Latent Variable Model for Online Clustering ICML 2014 Correcting Grammatical Verb Errors EACL 2014 The Illinois-Columbia System in the CoNLL-2014 Shared Task CONLL 2014 Wikification and Beyond: The Challenges of Entity and Concept Grounding ACL 2014 Joint Learning and Inference for Grammatical Error Correction EMNLP 2013 End-to-End Coreference Resolution for Clinical Narratives IJCAI 2013 Leveraging Domain-Independent Information in Semantic Parsing ACL 2013 Margin-based Decomposed Amortized Inference ACL 2013 The University of Illinois System in the CoNLL-2013 Shared Task CONLL 2013 Using Soft Constraints in Joint Inference for Clinical Concept Recognition EMNLP 2013 Relational Inference for Wikification EMNLP 2013 A Constrained Latent Variable Model for Coreference Resolution EMNLP 2013 Unified Expectation Maximization NAACL 2012 Predicting Structures in NLP: Constrained Conditional Models and Integer Linear Programming in NLP NAACL 2012 A Discriminative Model for Query Spelling Correction with Latent Structural SVM EMNLP 2012 Learning-based Multi-Sieve Co-reference Resolution with Knowledge EMNLP 2012 On Amortizing Inference Cost for Structured Prediction EMNLP 2012 Joint Inference for Event Timeline Construction EMNLP 2012 Sorting out the Most Confusing English Phrasal Verbs SEMEVAL 2012 Automatic Event Extraction with Structured Preference Modeling ACL 2012 A Discriminative Model for Query Spelling Correction with Latent Structural SVM CONLL 2012 Learning-based Multi-Sieve Co-reference Resolution with Knowledge CONLL 2012 On Amortizing Inference Cost for Structured Prediction CONLL 2012 Joint Inference for Event Timeline Construction CONLL 2012 Illinois-Coref: The UI System in the CoNLL-2012 Shared Task CONLL 2012 Using Knowledge and Constraints To Find the Best Antecedent COLING 2012 A Robust Shallow Temporal Reasoning System NAACL 2012 Confidence Driven Unsupervised Semantic Parsing ACL 2011 Algorithm Selection and Model Adaptation for ESL Correction Tasks ACL 2011 Exploiting Syntactico-Semantic Structures for Relation Extraction ACL 2011 Minimally Supervised Event Causality Identification EMNLP 2011 A Joint Model for Extended Semantic Role Labeling EMNLP 2011 Inference Protocols for Coreference Resolution CONLL 2011 Adapting Text instead of the Model: An Open Domain Approach CONLL 2011 Local and Global Algorithms for Disambiguation to Wikipedia ACL 2011 Discriminative Learning over Constrained Latent Representations NAACL 2010 Training Paradigms for Correcting Errors in Grammar and Usage NAACL 2010 Citation Author Topic Model in Expert Search COLING 2010 Knowing What to Believe (when you already know something) COLING 2010 Exploiting Background Knowledge for Relation Extraction COLING 2010 Unsupervised Aggregation for Classification Problems with Large Numbers of Categories AISTATS 2010 Driving Semantic Parsing from the World’s Response CONLL 2010 The Necessity of Combining Adaptation Methods EMNLP 2010 Generating Confusion Sets for Context-Sensitive Error Correction EMNLP 2010 Constraints Based Taxonomic Relation Classification EMNLP 2010 Starting from Scratch in Semantic Role Labeling ACL 2010 “Ask Not What Textual Entailment Can Do for You...” ACL 2010 Integer Linear Programming in NLP - Constrained Conditional Models NAACL 2010 Interactive Feature Space Construction using Semantic Information CONLL 2009 A Framework for Entailed Relation Recognition IJCNLP 2009 Unsupervised Constraint Driven Learning For Transliteration Discovery NAACL 2009 A Framework for Entailed Relation Recognition ACL 2009 Design Challenges and Misconceptions in Named Entity Recognition CONLL 2009 Minimally Supervised Model of Early Language Acquisition CONLL 2009 Reading to Learn: Constructing Features from Semantic Abstracts EMNLP 2009 Extraction of Entailed Semantic Relations Through Syntax-Based Comma Resolution ACL 2008 Active Sample Selection for Named Entity Transliteration ACL 2008 Baby SRL: Modeling Early Language Acquisition. CONLL 2008 Understanding the Value of Features for Coreference Resolution EMNLP 2008 Transliteration as Constrained Optimization EMNLP 2008 Guiding Semi-Supervision with Constraint-Driven Learning ACL 2007 A Pipeline Model for Bottom-Up Dependency Parsing CONLL 2006 Weakly Supervised Named Entity Transliteration and Discovery from Multilingual Comparable Corpora ACL 2006 A Pipeline Framework for Dependency Parsing ACL 2006 Named Entity Transliteration and Discovery from Multilingual Comparable Corpora NAACL 2006 Weakly Supervised Named Entity Transliteration and Discovery from Multilingual Comparable Corpora COLING 2006 A Pipeline Framework for Dependency Parsing COLING 2006 Generalized Inference with Multiple Semantic Role Labeling Systems CONLL 2005 Emotions from Text: Machine Learning for Text-based Emotion Prediction EMNLP 2005 Demonstrating an Interactive Semantic Role Labeling System EMNLP 2005 Generalization Bounds for the Area Under the ROC Curve JMLR 2005 Discriminative Training of Clustering Functions: Theory and Experiments with Entity Identification CONLL 2005 Learning Hebrew Roots: Machine Learning with Linguistic Constraints EMNLP 2004 Semantic Role Labeling Via Generalized Inference Over Classifiers CONLL 2004 Semantic Role Labeling Via Integer Linear Programming Inference COLING 2004 Robust Reading: Identification and Tracing of Ambiguous Names NAACL 2004 A Linear Programming Formulation for Global Inference in Natural Language Tasks CONLL 2004 Phrasenet: towards context sensitive lexical semantics CONLL 2003 Learning Question Classifiers COLING 2002 Probabilistic Reasoning for Entity & Relation Recognition COLING 2002 A Sequential Model for Multi-Class Classification EMNLP 2001 Exploring evidence for shallow parsing CONLL 2001 Shallow Parsing by Inferencing with Classifiers CONLL 2000 Applying System Combination to Base Noun Phrase Identification COLING 2000 Learning in Natural Language: Theory and Algorithmic Approaches CONLL 2000 A Classification Approach to Word Prediction NAACL 2000