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Natural Language Inference

680 directly classified papers

Papers per year

Papers

Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models CONLL 2025
Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction EMNLP 2025
Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction EMNLP 2025
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking NAACL 2025
LLMSR@XLLM25: Integrating Reasoning Prompt Strategies with Structural Prompt Formats for Enhanced Logical Inference ACL 2025
Entailed Between the Lines: Incorporating Implication into NLI ACL 2025
LCHAIM - Investigating Long Context Reasoning in Hebrew ACL 2025
A Rose by Any Other Name: LLM-Generated Explanations Are Good Proxies for Human Explanations to Collect Label Distributions on NLI ACL 2025
Advancing Biomedical Claim Verification by Using Large Language Models with Better Structured Prompting Strategies ACL 2025
ReproHum: #0744-02: Investigating the Reproducibility of Semantic Preservation Human Evaluations ACL 2025
Fact Verification on Knowledge Graph via Programmatic Graph Reasoning EMNLP 2025
Consistent Discourse-level Temporal Relation Extraction Using Large Language Models EMNLP 2025
Semantic-Eval : A Semantic Comprehension Evaluation Framework for Large Language Models Generation without Training ACL 2025
Dually Self-Improved Counterfactual Data Augmentation Using Large Language Model ACL 2025
Defeasible Visual Entailment: Benchmark, Evaluator, and Reward-Driven Optimization AAAI 2025
What Goes Into a LM Acceptability Judgment? Rethinking the Impact of Frequency and Length NAACL 2025
Ethical Concern Identification in NLP: A Corpus of ACL Anthology Ethics Statements NAACL 2025
Automating Legal Interpretation with LLMs: Retrieval, Generation, and Evaluation ACL 2025
Less for More: Enhanced Feedback-aligned Mixed LLMs for Molecule Caption Generation and Fine-Grained NLI Evaluation ACL 2025
Temporal Referential Consistency: Do LLMs Favor Sequences Over Absolute Time References? EMNLP 2025
FLEX: Expert-level False-Less EXecution Metric for Text-to-SQL Benchmark NAACL 2025
Transitive self-consistency evaluation of NLI models without gold labels EMNLP 2025
SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning NAACL 2025
Factual Knowledge Assessment of Language Models Using Distractors COLING 2025
Natural Language Inference Fine-tuning for Scientific Hallucination Detection ACL 2025