Natural Language Inference

On A Scale From 1 to 5: Quantifying Hallucination in Faithfulness Evaluation NAACL 2025 On Reference (In-)Determinacy in Natural Language Inference NAACL 2025 On the Role of Key Phrases in Argument Mining NAACL 2025 Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025 Paragraph-level Error Correction and Explanation Generation: Case Study for Estonian ACL 2025 Parsing the Switch: LLM-Based UD Annotation for Complex Code-Switched and Low-Resource Languages EMNLP 2025 PRACTIQ: A Practical Conversational Text-to-SQL dataset with Ambiguous and Unanswerable Queries NAACL 2025 Pragmatic Theories Enhance Understanding of Implied Meanings in LLMs IJCNLP 2025 Predicting Implicit Arguments in Procedural Video Instructions ACL 2025 Predicting Median, Disagreement and Noise Label in Ordinal Word-in-Context Data COLING 2025 Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025 Probing for Arithmetic Errors in Language Models EMNLP 2025 Pun2Pun: Benchmarking LLMs on Textual-Visual Chinese-English Pun Translation via Pragmatics Model and Linguistic Reasoning ACL 2025 RaggedyFive at SemEval-2025 Task 3: Hallucination Span Detection Using Unverifiable Answer Detection SemEval 2025 RAGulator: Lightweight Out-of-Context Detectors for Grounded Text Generation EMNLP 2025 Rank-Awareness and Angular Constraints: A New Perspective on Learning Sentence Embeddings from NLI Data EMNLP 2025 RankedCOMET: Elevating a 2022 Baseline to a Top-5 Finish in the WMT 2025 QE Task EMNLP 2025 RATSD: Retrieval Augmented Truthfulness Stance Detection from Social Media Posts Toward Factual Claims NAACL 2025 RATT: A Thought Structure for Coherent and Correct LLM Reasoning AAAI 2025 ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment EMNLP 2025 REPA: Russian Error Types Annotation for Evaluating Text Generation and Judgment Capabilities ACL 2025 ReproHum #0744-02: A Reproduction of the Human Evaluation of Meaning Preservation in “Factorising Meaning and Form for Intent-Preserving Paraphrasing” ACL 2025 ReproHum: #0744-02: Investigating the Reproducibility of Semantic Preservation Human Evaluations ACL 2025 Rethinking and Improving Autoformalization: Towards a Faithful Metric and a Dependency Retrieval-based Approach ICLR 2025 Robust Native Language Identification through Agentic Decomposition EMNLP 2025