Interpretability

Model Consistency as a Cheap yet Predictive Proxy for LLM Elo Scores EMNLP 2025 Modeling Subjectivity in Cognitive Appraisal with Language Models EMNLP 2025 Models That Are Interpretable But Not Transparent AISTATS 2025 Model Uncertainty Quantification by Conformal Prediction in Continual Learning ICML 2025 Model Unlearning via Sparse Autoencoder Subspace Guided Projections EMNLP 2025 Modular Arithmetic: Language Models Solve Math Digit by Digit IJCNLP 2025 Modularized Self-Reflected Video Reasoner for Multimodal LLM with Application to Video Question Answering ICML 2025 MolErr2Fix: Benchmarking LLM Trustworthiness in Chemistry via Modular Error Detection, Localization, Explanation, and Correction EMNLP 2025 MoMoE: Mixture of Moderation Experts Framework for AI-Assisted Online Governance EMNLP 2025 Monet: Mixture of Monosemantic Experts for Transformers ICLR 2025 Monitoring Decoding: Mitigating Hallucination via Evaluating the Factuality of Partial Response during Generation ACL 2025 Monitoring Latent World States in Language Models with Propositional Probes ICLR 2025 Montague semantics and modifier consistency measurement in neural language models COLING 2025 Morables: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables EMNLP 2025 Moral Self-correction is Not An Innate Capability in Language Models IJCNLP 2025 MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification ACL 2025 MPRF: Interpretable Stance Detection through Multi-Path Reasoning Framework EMNLP 2025 MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation ICLR 2025 MTVHunter: Smart Contracts Vulnerability Detection Based on Multi-Teacher Knowledge Translation AAAI 2025 Multi-Attribute Steering of Language Models via Targeted Intervention ACL 2025 Multi-Domain Explainability of Preferences EMNLP 2025 Multi-level Diagnosis and Evaluation for Robust Tabular Feature Engineering with Large Language Models EMNLP 2025 Multi-Level Explanations for Generative Language Models ACL 2025 Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025 Multilingual Political Views of Large Language Models: Identification and Steering IJCNLP 2025