Interpretability

ProgCo: Program Helps Self-Correction of Large Language Models ACL 2025 Programming Refusal with Conditional Activation Steering ICLR 2025 Promote, Suppress, Iterate: How Language Models Answer One-to-Many Factual Queries EMNLP 2025 Prompt-CAM: Making Vision Transformers Interpretable for Fine-Grained Analysis CVPR 2025 Promptception: How Sensitive Are Large Multimodal Models to Prompts? EMNLP 2025 Prompt-Character Divergence: A Responsibility Compass for Human-AI Creative Collaboration NeurIPS 2025 Prompt-Guided Internal States for Hallucination Detection of Large Language Models ACL 2025 Proofs as Explanations: Short Certificates for Reliable Predictions COLT 2025 ProofTeller: Exposing recency bias in LLM reasoning and its side effects on communication IJCNLP 2025 PropXplain: Can LLMs Enable Explainable Propaganda Detection? EMNLP 2025 ProReason: Multi-Modal Proactive Reasoning with Decoupled Eyesight and Wisdom EMNLP 2025 ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive Learning MLHC 2025 ProtoLens: Advancing Prototype Learning for Fine-Grained Interpretability in Text Classification ACL 2025 Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild EMNLP 2025 ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answering EMNLP 2025 Provably Robust Explainable Graph Neural Networks against Graph Perturbation Attacks ICLR 2025 ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025 Pruning the Paradox: How CLIP’s Most Informative Heads Enhance Performance While Amplifying Bias EMNLP 2025 Pruning Weights but Not Truth: Safeguarding Truthfulness While Pruning LLMs EMNLP 2025 Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection ICLR 2025 PV-VTT: A Privacy-Centric Dataset for Mission-Specific Anomaly Detection and Natural Language Interpretation WACV 2025 PychoAgent: Psychology-driven LLM Agents for Explainable Panic Prediction on Social Media during Sudden Disaster Events EMNLP 2025 QA-Calibration of Language Model Confidence Scores ICLR 2025 QPM: Discrete Optimization for Globally Interpretable Image Classification ICLR 2025 Quality Assessment of Tabular Data using Large Language Models and Code Generation EMNLP 2025