Interpretability

Stochastic Online Conformal Prediction with Semi-Bandit Feedback ICML 2025 Stop Learning it all to Mitigate Visual Hallucination, Focus on the Hallucination Target. CVPR 2025 STORM-BORN: A Challenging Mathematical Derivations Dataset Curated via a Human-in-the-Loop Multi-Agent Framework ACL 2025 Strategy Coopetition Explains the Emergence and Transience of In-Context Learning ICML 2025 Strengths and Limitations of Word-Based Task Explainability in Vision Language Models: a Case Study on Biological Sex Biases in the Medical Domain ACL 2025 Stress-Testing of Multimodal Models in Medical Image-Based Report Generation AAAI 2025 Stress-Testing the Reasoning Competence of Language Models With Formal Proofs EMNLP 2025 STRICTA: Structured Reasoning in Critical Text Assessment for Peer Review and Beyond ACL 2025 StringLLM: Understanding the String Processing Capability of Large Language Models ICLR 2025 Structural Reward Model: Enhancing Interpretability, Efficiency, and Scalability in Reward Modeling EMNLP 2025 Structured Human Assessment of Text-to-Image Generative Models WACV 2025 Structured Outputs in Prompt Engineering: Enhancing LLM Adaptability on Counterintuitive Instructions AACL 2025 Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models ICLR 2025 SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions ICCV 2025 Subgroups Matter for Robust Bias Mitigation ICML 2025 sudo rm -rf agentic_security ACL 2025 Sugar-Coated Poison: Benign Generation Unlocks Jailbreaking EMNLP 2025 Sum-of-Parts: Self-Attributing Neural Networks with End-to-End Learning of Feature Groups ICML 2025 SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction ICLR 2025 Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates ACL 2025 Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025 Supervised Attention Mechanism for Low-quality Multimodal Data EMNLP 2025 SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models EMNLP 2025 Surprisal Dynamics for the Detection of Multi-Word Expressions in English IJCNLP 2025 Synonymous Variational Inference for Perceptual Image Compression ICML 2025