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natural language inference

1278 papers

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Also known as

NLI

Co-occurring keywords

text classification (6776) large language model (12755) question answering (2904) textual entailment (241) transfer learning (5442) zero-shot learning (3637) semantic analysis (785) language model (4573) evidence retrieval (229) few-shot learning (3390)

Papers

Reference-Guided Verdict: LLMs-as-Judges in Automatic Evaluation of Free-Form QA EMNLP 2025
Studying Rhetorically Ambiguous Questions EMNLP 2025
SciClaims: An End-to-End Generative System for Biomedical Claim Analysis EMNLP 2025
MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing NAACL 2025
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking NAACL 2025
LORAXBENCH: A Multitask, Multilingual Benchmark Suite for 20 Indonesian Languages EMNLP 2025
Towards Long Context Hallucination Detection NAACL 2025
On Reference (In-)Determinacy in Natural Language Inference NAACL 2025
Evaluating Numeracy of Language Models as a Natural Language Inference Task NAACL 2025
Am I eligible? Natural Language Inference for Clinical Trial Patient Recruitment: the Patient’s Point of View NAACL 2025
Does Training on Synthetic Data Make Models Less Robust? NAACL 2025
Minimal Evidence Group Identification for Claim Verification NAACL 2025
Difficulty Estimation in Natural Language Tasks with Action Scores NAACL 2025
A Calibrated Reflection Approach for Enhancing Confidence Estimation in LLMs NAACL 2025
HausaNLP at SemEval-2025 Task 3: Towards a Fine-Grained Model-Aware Hallucination Detection ACL 2025
A Systematic Survey of Claim Verification: Corpora, Systems, and Case Studies EMNLP 2025
MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation SEMEVAL 2025
CaLQuest.PT: Towards the Collection and Evaluation of Natural Causal Ladder Questions in Portuguese for AI Agents COLING 2025
SMAFIRA Shared Task at the BioNLP’2025 Workshop: Assessing the Similarity of the Research Goal ACL 2025
Lost in Variation? Evaluating NLI Performance in Basque and Spanish Geographical Variants ACL 2025
Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models ACL 2025
Can LLMs Detect Intrinsic Hallucinations in Paraphrasing and Machine Translation? ACL 2025
Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models ACL 2025
Natural Language Inference Fine-tuning for Scientific Hallucination Detection ACL 2025
Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025