Machine Learning

LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs NAACL 2025 LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction NAACL 2025 LLMs are Privacy Erasable EMNLP 2025 LLMs as a synthesis between symbolic and distributed approaches to language EMNLP 2025 LLMs as Medical Safety Judges: Evaluating Alignment with Human Annotation in Patient-Facing QA ACL 2025 LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models ACL 2025 LLMs can be easily Confused by Instructional Distractions ACL 2025 LLMs Can Compensate for Deficiencies in Visual Representations EMNLP 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 Can Plan Only If We Tell Them ICLR 2025 LLMs can see and hear without any training ICML 2025 LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis IJCNLP 2025 LLMs Don’t Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations EMNLP 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 Bayesian Optimization in Scientific Domains: Are We There Yet? EMNLP 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 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 know their vulnerabilities: Uncover Safety Gaps through Natural Distribution Shifts ACL 2025 LLMs May Perform MCQA by Selecting the Least Incorrect Option COLING 2025 LLMs on a Budget? Say HOLA EMNLP 2025