Natural Language Inference

AdaMCoT: Rethinking Cross-Lingual Factual Reasoning Through Adaptive Multilingual Chain-of-Thought AAAI 2026 Annotation Entropy Predicts Per-Example Learning Dynamics in LoRA Fine-Tuning ACL 2026 A Novel Retrieve-Read-Group Paradigm for Open Knowledge Base Canonicalization AAAI 2026 A Position Paper on Toxic Reasoning: Grounding Categories of Toxic Language in Implications and Attitudes EACL 2026 B&B at SemEval-2026 Task 6: A RoBERTa-based Model with NLI-derived Semantic Features for Clarity-Level Classification of Political Question Evasion SemEval 2026 Can Reasoning Help Large Language Models Capture Human Annotator Disagreement? EACL 2026 CITD@UIT at SemEval-2026 Task 4: Structured Reasoning and Metric Specialization for Narrative Similarity SemEval 2026 Constructing a Japanese Verdict Prediction Dataset for Fact-Checking of LLM-Generated Texts ACL 2026 DETECT: Determining Ease and Textual Clarity of German Text Simplifications EACL 2026 FOL-Traces: Verified First-Order Logic Reasoning Traces at Scale EACL 2026 Frame-Semantic Knowledge Injection for Event-Level Inference in LLMs ACL 2026 GuysLLM at SemEval-2026 Task 5: NLI-Informed Regression for Graded Word-Sense Plausibility in Narrative Contexts SemEval 2026 Improving the OOD Performance of Closed-Source LLMs on NLI Through Strategic Data Selection EACL 2026 In-Situ Eval: A Modular Framework for Custom and Real-Time RAG Benchmarking AAAI 2026 Is Word Sense Disambiguation Dead in the LLM Era? AAAI 2026 JCT 2026 - SemEval Task 5 SemEval 2026 Judging by the Rules: Compliance-Aligned Framework for Modern Slavery Statement Monitoring AAAI 2026 Knowing What’s Missing: Assessing Information Sufficiency in Question Answering EACL 2026 Label and Explanation Variation in LLM-Based Annotation: a Case Study in Natural Language Inference ACL 2026 Large Language Models Put to the Test on Chinese Noun Compounds: Experiments on Natural Language Inference and Compound Semantics EACL 2026 Learning to Disentangle Latent Reasoning Rules with Language VAEs: A Systematic Study AAAI 2026 LLMs as Cultural Archives: Cultural Commonsense Knowledge Graph Extraction EACL 2026 Mary, the Cheeseburger-Eating Vegetarian: Do LLMs Recognize Incoherence in Narratives? EACL 2026 One Language, Three of Its Voices: Evaluating Multilingual LLMs Across Persian, Dari, and Tajiki on Translation and Understanding Tasks EACL 2026 PrefixNLI: Detecting Factual Inconsistencies as Soon as They Arise ACL 2026