Natural Language Processing

LLMs as Medical Safety Judges: Evaluating Alignment with Human Annotation in Patient-Facing QA ACL 2025 LLMs as Meta-Reviewers’ Assistants: A Case Study NAACL 2025 LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models ACL 2025 LLMs Can Achieve High-quality Simultaneous Machine Translation as Efficiently as Offline ACL 2025 LLMs Can Also Do Well! Breaking Barriers in Semantic Role Labeling via Large Language Models ACL 2025 LLMs can be easily Confused by Instructional Distractions ACL 2025 LLMScan: Causal Scan for LLM Misbehavior Detection ICML 2025 LLMs cannot spot math errors, even when allowed to peek into the solution EMNLP 2025 LLMs can Perform Multi-Dimensional Analytic Writing Assessments: A Case Study of L2 Graduate-Level Academic English Writing ACL 2025 LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis IJCNLP 2025 LLM Sensitivity Challenges in Abusive Language Detection: Instruction-Tuned vs. Human Feedback COLING 2025 LLM Sensitivity Evaluation Framework for Clinical Diagnosis COLING 2025 LLMs for Detection and Classification of Persuasion Techniques in Slavic Parliamentary Debates and Social Media Texts ACL 2025 LLMs for Extremely Low-Resource Finno-Ugric Languages NAACL 2025 LLMs for Low-Resource Dialect Translation Using Context-Aware Prompting: A Case Study on Sylheti AACL 2025 LLMs for Translation: Historical, Low-Resourced Languages and Contemporary AI Models NAACL 2025 LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025 LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks ACL 2025 LLMs in the Classroom: Outcomes and Perceptions of Questions Written with the Aid of AI AAAI 2025 LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented Generation COLING 2025 LLMs May Perform MCQA by Selecting the Least Incorrect Option COLING 2025 LLMs meet Bloom’s Taxonomy: A Cognitive View on Large Language Model Evaluations COLING 2025 LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws ICML 2025 LLMs + Persona-Plug = Personalized LLMs ACL 2025 LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models ICML 2025