← Understanding
Natural Language Processing › Understanding ›

Natural Language Inference

177 directly classified papers

Papers per year

Papers

This is not a Disimprovement: Improving Negation Reasoning in Large Language Models via Prompt Engineering EMNLP 2025
Large Language Models Are Better Logical Fallacy Reasoners with Counterargument, Explanation, and Goal-Aware Prompt Formulation NAACL 2025
Multi-Agent LLM Debate Unveils the Premise Left Unsaid ACL 2025
Multi-token Mask-filling and Implicit Discourse Relations EMNLP 2025
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference EMNLP 2025
NLI under the Microscope: What Atomic Hypothesis Decomposition Reveals NAACL 2025
Thai Winograd Schemas: A Benchmark for Thai Commonsense Reasoning COLING 2025
Predicting Implicit Arguments in Procedural Video Instructions ACL 2025
Lost in Variation? Evaluating NLI Performance in Basque and Spanish Geographical Variants ACL 2025
Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025
Speech Discrete Tokens or Continuous Features? A Comparative Analysis for Spoken Language Understanding in SpeechLLMs EMNLP 2025
Transitive self-consistency evaluation of NLI models without gold labels EMNLP 2025
Extractive Fact Decomposition for Interpretable Natural Language Inference in one Forward Pass EMNLP 2025
Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025
Temporal Referential Consistency: Do LLMs Favor Sequences Over Absolute Time References? EMNLP 2025
SemQA: Evaluating Evidence with Question Embeddings and Answer Entailment for Fact Verification ACL 2025
When Men Bite Dogs: Testing Good-Enough Parsing in Turkish with Humans and Large Language Models NAACL 2025
What to Predict? Exploring How Sentence Structure Influences Contrast Predictions in Humans and Large Language Models NAACL 2025
Reasoning-Enhanced Retrieval for Misconception Prediction: A RAG-Inspired Approach with LLMs IJCNLP 2025
A Simple but Effective Context Retrieval for Sequential Sentence Classification in Long Legal Documents ACL 2025
Identification of Multiple Logical Interpretations in Counter-Arguments EMNLP 2025
Exclusion of Thought: Mitigating Cognitive Load in Large Language Models for Enhanced Reasoning in Multiple-Choice Tasks ACL 2025
Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025
When Scale Meets Diversity: Evaluating Language Models on Fine-Grained Multilingual Claim Verification ACL 2025
A Comprehensive Taxonomy of Negation for NLP and Neural Retrievers EMNLP 2025