Natural Language Inference

Beyond Similarity Scoring: Detecting Entailment and Contradiction in Multilingual and Multimodal Contexts Interspeech 2025 Biases in Large Language Model-Elicited Text: A Case Study in Natural Language Inference COLING 2025 Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges ACL 2025 Bilingual Zero-Shot Stance Detection ACL 2025 Can AI Validate Science? Benchmarking LLMs on Claim →Evidence Reasoning in AI Papers IJCNLP 2025 Can LLMs Detect Ambiguous Plural Reference? An Analysis of Split-Antecedent and Mereological Reference EMNLP 2025 CARE: A Disagreement Detection Framework with Concept Alignment and Reasoning Enhancement EMNLP 2025 CDTR: Semantic Alignment for Video Moment Retrieval Using Concept Decomposition Transformer AAAI 2025 Challenges in Technical Regulatory Text Variation Detection COLING 2025 Co-Eval: Augmenting LLM-based Evaluation with Machine Metrics EMNLP 2025 CoMeDi Shared Task: Median Judgment Classification & Mean Disagreement Ranking with Ordinal Word-in-Context Judgments COLING 2025 Conditional Dichotomy Quantification via Geometric Embedding ACL 2025 Consistent Discourse-level Temporal Relation Extraction Using Large Language Models EMNLP 2025 Context and POS in Action: A Comparative Study of Chinese Homonym Disambiguation in Human and Language Models EMNLP 2025 Contextual Metric Meta-Evaluation by Measuring Local Metric Accuracy NAACL 2025 Contradiction Retrieval via Contrastive Learning with Sparsity ICML 2025 CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking NAACL 2025 Coverage-based Fairness in Multi-document Summarization NAACL 2025 CREPE: Rapid Chest X-ray Report Evaluation by Predicting Multi-category Error Counts EMNLP 2025 Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction EMNLP 2025 Debiasing Large Language Models in Thai Political Stance Detection via Counterfactual Calibration EMNLP 2025 Deep-change at CoMeDi: the Cross-Entropy Loss is not All You Need COLING 2025 Defeasible Visual Entailment: Benchmark, Evaluator, and Reward-Driven Optimization AAAI 2025 Delta-KNN: Improving Demonstration Selection in In-Context Learning for Alzheimer’s Disease Detection ACL 2025 Detecting Inconsistencies in Narrative Elements of Cross Lingual Nakba Texts COLING 2025