Interpretability

Optimal Decision Tree Pruning Revisited: Algorithms and Complexity ICML 2025 Optimal Information Retention for Time-Series Explanations ICML 2025 Option Symbol Matters: Investigating and Mitigating Multiple-Choice Option Symbol Bias of Large Language Models NAACL 2025 Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following ACL 2025 OrthoRank: Token Selection via Sink Token Orthogonality for Efficient LLM inference ICML 2025 Outlier Gradient Analysis: Efficiently Identifying Detrimental Training Samples for Deep Learning Models ICML 2025 Overview of MM-ArgFallacy2025 on Multimodal Argumentative Fallacy Detection and Classification in Political Debates ACL 2025 Overview of the SciHal25 Shared Task on Hallucination Detection for Scientific Content ACL 2025 Paladin: Understanding Video Intentions in Political Advertisement Videos WACV 2025 PARAPHRASUS: A Comprehensive Benchmark for Evaluating Paraphrase Detection Models COLING 2025 Pareto-Optimal Fronts for Benchmarking Symbolic Regression Algorithms ICML 2025 ParseCaps: An Interpretable Parsing Capsule Network for Medical Image Diagnosis AAAI 2025 PARSQL: Enhancing Text-to-SQL through SQL Parsing and Reasoning ACL 2025 Partial Information Decomposition for Data Interpretability and Feature Selection AISTATS 2025 Partition First, Embed Later: Laplacian-Based Feature Partitioning for Refined Embedding and Visualization of High-Dimensional Data ICML 2025 PatentScore: Multi-dimensional Evaluation of LLM-Generated Patent Claims EMNLP 2025 Pathway to Relevance: How Cross-Encoders Implement a Semantic Variant of BM25 EMNLP 2025 Pattern Recognition or Medical Knowledge? The Problem with Multiple-Choice Questions in Medicine ACL 2025 P-CoT: A Pedagogically-motivated Participatory Chain-of-Thought Prompting for Phonological Reasoning in LLMs ACL 2025 PCoT: Persuasion-Augmented Chain of Thought for Detecting Fake News and Social Media Disinformation ACL 2025 PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement ACL 2025 PerCoR: Evaluating Commonsense Reasoning in Persian via Multiple-Choice Sentence Completion IJCNLP 2025 Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models ACL 2025 Persistent Topological Features in Large Language Models ICML 2025 PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification AAAI 2025