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Natural Language Inference

918 directly classified papers

Papers per year

Papers

Semantic Inversion, Identical Replies: Revisiting Negation Blindness in Large Language Models EMNLP 2025
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution ACL 2025
Introducing Verification Task of Set Consistency with Set-Consistency Energy Networks ACL 2025
Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations ACL 2025
A Reinforcement Learning Framework for Cross-Lingual Stance Detection Using Chain-of-Thought Alignment ACL 2025
skLEP: A Slovak General Language Understanding Benchmark ACL 2025
Multimodal Argumentative Fallacy Classification in Political Debates ACL 2025
GermDetect: Verb Placement Error Detection Datasets for Learners of Germanic Languages ACL 2025
Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025
LLMs as Medical Safety Judges: Evaluating Alignment with Human Annotation in Patient-Facing QA ACL 2025
LORAXBENCH: A Multitask, Multilingual Benchmark Suite for 20 Indonesian Languages EMNLP 2025
bbStar at SemEval-2025 Task 10: Improving Narrative Classification and Explanation via Fine Tuned Language Models SEMEVAL 2025
SQLWOZ: A Realistic Task-Oriented Dialogue Dataset with SQL-Based Dialogue State Representation for Complex User Requirements EMNLP 2025
Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers EMNLP 2025
LLM-Driven Implicit Target Augmentation and Fine-Grained Contextual Modeling for Zero-Shot and Few-Shot Stance Detection EMNLP 2025
Debiasing Large Language Models in Thai Political Stance Detection via Counterfactual Calibration EMNLP 2025
Can AI Validate Science? Benchmarking LLMs on Claim →Evidence Reasoning in AI Papers IJCNLP 2025
Less for More: Enhanced Feedback-aligned Mixed LLMs for Molecule Caption Generation and Fine-Grained NLI Evaluation ACL 2025
Pragmatic Theories Enhance Understanding of Implied Meanings in LLMs IJCNLP 2025
Probing for Arithmetic Errors in Language Models EMNLP 2025
Not Just a Piece of Cake: Cross-Lingual Fine-Tuning for Idiom Identification IJCNLP 2025
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking NAACL 2025
MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing NAACL 2025
On A Scale From 1 to 5: Quantifying Hallucination in Faithfulness Evaluation NAACL 2025
Challenges in Technical Regulatory Text Variation Detection COLING 2025