Interpretability

FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025 Flowchart-Based Decision Making with Large Language Models ACL 2025 FLUE: Streamlined Uncertainty Estimation for Large Language Models AAAI 2025 FOCUS: Evaluating Pre-trained Vision-Language Models on Underspecification Reasoning ACL 2025 Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems ICLR 2025 Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents EMNLP 2025 Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation EMNLP 2025 Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images CVPR 2025 FoREST: Frame of Reference Evaluation in Spatial Reasoning Tasks EMNLP 2025 Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon EMNLP 2025 Forking Paths in Neural Text Generation ICLR 2025 Formally Verified Approximate Policy Iteration AAAI 2025 Formal Quality Measures for Predictors in Markov Decision Processes AAAI 2025 Forte : Finding Outliers with Representation Typicality Estimation ICLR 2025 Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages ICML 2025 Four Axiomatic Characterizations of the Integrated Gradients Attribution Method JMLR 2025 Fourier Circuits in Neural Networks and Transformers: A Case Study of Modular Arithmetic with Multiple Inputs AISTATS 2025 Free-text Rationale Generation under Readability Level Control ACL 2025 From Ambiguity to Accuracy: The Transformative Effect of Coreference Resolution on Retrieval-Augmented Generation systems ACL 2025 From Argumentation to Deliberation: Perspectivized Stance Vectors for Fine-grained (Dis)agreement Analysis NAACL 2025 From Attention to Activation: Unraveling the Enigmas of Large Language Models ICLR 2025 From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens EMNLP 2025 From Black Boxes to Transparent Minds: Evaluating and Enhancing the Theory of Mind in Multimodal Large Language Models ICML 2025 From Calculation to Adjudication: Examining LLM Judges on Mathematical Reasoning Tasks ACL 2025 From Detection to Explanation: Effective Learning Strategies for LLMs in Online Abusive Language Research COLING 2025