Natural Language Inference

RULEBREAKERS: Challenging LLMs at the Crossroads between Formal Logic and Human-like Reasoning ICML 2025 Rule Discovery for Natural Language Inference Data Generation Using Out-of-Distribution Detection EMNLP 2025 SEA-HELM: Southeast Asian Holistic Evaluation of Language Models ACL 2025 Seeing the Same Story Differently: Framing‐Divergent Event Coreference for Computational Framing Analysis EMNLP 2025 Semantic-Eval : A Semantic Comprehension Evaluation Framework for Large Language Models Generation without Training ACL 2025 Semantic Inversion, Identical Replies: Revisiting Negation Blindness in Large Language Models EMNLP 2025 SemEval-2025 Task 6: Multinational, Multilingual, Multi-Industry Promise Verification SemEval 2025 SemQA: Evaluating Evidence with Question Embeddings and Answer Entailment for Fact Verification ACL 2025 skLEP: A Slovak General Language Understanding Benchmark ACL 2025 SPARTUN3D: Situated Spatial Understanding of 3D World in Large Language Model ICLR 2025 Speech Discrete Tokens or Continuous Features? A Comparative Analysis for Spoken Language Understanding in SpeechLLMs EMNLP 2025 SQLWOZ: A Realistic Task-Oriented Dialogue Dataset with SQL-Based Dialogue State Representation for Complex User Requirements EMNLP 2025 SSA-COMET: Do LLMs Outperform Learned Metrics in Evaluating MT for Under-Resourced African Languages? EMNLP 2025 Structured Discourse Representation for Factual Consistency Verification ACL 2025 Studying Rhetorically Ambiguous Questions EMNLP 2025 Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025 SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning NAACL 2025 SymBa: Symbolic Backward Chaining for Structured Natural Language Reasoning NAACL 2025 Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers EMNLP 2025 TafBERTa: Learning Grammatical Rules from Small-Scale Language Acquisition Data in Hebrew EMNLP 2025 Task Calibration: Calibrating Large Language Models on Inference Tasks ACL 2025 Temporal Referential Consistency: Do LLMs Favor Sequences Over Absolute Time References? EMNLP 2025 Thai Winograd Schemas: A Benchmark for Thai Commonsense Reasoning COLING 2025 The Missing Cause: An Analysis of Causal Attributions in Reporting on Palestine COLING 2025 This is not a Disimprovement: Improving Negation Reasoning in Large Language Models via Prompt Engineering EMNLP 2025