Natural Language Inference

AMR-RE: Abstract Meaning Representations for Retrieval-Based In-Context Learning in Relation Extraction NAACL 2025 Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025 AnaScore: Understanding Semantic Parallelism in Proportional Analogies NAACL 2025 Annotating Training Data for Conditional Semantic Textual Similarity Measurement using Large Language Models EMNLP 2025 A Practical Tool to Help Automate Interlinear Glossing: a Study on Mukrī Kurdish ACL 2025 ArabicSense: A Benchmark for Evaluating Commonsense Reasoning in Arabic with Large Language Models COLING 2025 A Reinforcement Learning Framework for Cross-Lingual Stance Detection Using Chain-of-Thought Alignment 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 Around the World in 24 Hours: Probing LLM Knowledge of Time and Place ACL 2025 A Simple but Effective Context Retrieval for Sequential Sentence Classification in Long Legal Documents ACL 2025 Ask Me Like I’m Human: LLM-based Evaluation with For-Human Instructions Correlates Better with Human Evaluations than Human Judges ACL 2025 Assessing Crowdsourced Annotations with LLMs: Linguistic Certainty as a Proxy for Trustworthiness NAACL 2025 A Theorem-Proving-Based Evaluation of Neural Semantic Parsing EMNLP 2025 Attention with Dependency Parsing Augmentation for Fine-Grained Attribution ACL 2025 Audio Entailment: Assessing Deductive Reasoning for Audio Understanding AAAI 2025 Autoformalizing Natural Language to First-Order Logic: A Case Study in Logical Fallacy Detection IJCNLP 2025 Automating Legal Interpretation with LLMs: Retrieval, Generation, and Evaluation ACL 2025 Batayan: A Filipino NLP benchmark for evaluating Large Language Models ACL 2025 bbStar at SemEval-2025 Task 10: Improving Narrative Classification and Explanation via Fine Tuned Language Models SemEval 2025 Benchmarking Query-Conditioned Natural Language Inference ACL 2025 Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models CoNLL 2025 Beyond Averages: Learning with Annotator Disagreement in STS EMNLP 2025 Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025 Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of LLM Responses EMNLP 2025 Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity ACL 2025