Interpretability

CLEV: LLM-Based Evaluation Through Lightweight Efficient Voting for Free-Form Question-Answering IJCNLP 2025 Clinicians’ Voice: Fundamental Considerations for XAI in Healthcare MLHC 2025 Close or Cloze? Assessing the Robustness of Large Language Models to Adversarial Perturbations via Word Recovery COLING 2025 clujteam at SemEval-2025 Task 10: Finetuning SmolLM2 with Taxonomy-based Prompting for Explaining the Dominant Narrative in Propaganda Textt SemEval 2025 Clustering Zero-Shot Uncertainty Estimations to Assess LLM Response Accuracy for Yes/No Q&A ACL 2025 COCO-Tree: Compositional Hierarchical Concept Trees for Enhanced Reasoning in Vision-Language Models EMNLP 2025 CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification AAAI 2025 CodeJudge-Eval: Can Large Language Models be Good Judges in Code Understanding? COLING 2025 CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis ACL 2025 CoDy: Counterfactual Explainers for Dynamic Graphs ICML 2025 CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification CVPR 2025 CofCA: A STEP-WISE Counterfactual Multi-hop QA benchmark ICLR 2025 CogCoM: A Visual Language Model with Chain-of-Manipulations Reasoning ICLR 2025 CogniBench: A Legal-inspired Framework and Dataset for Assessing Cognitive Faithfulness of Large Language Models ACL 2025 Cognitive Biases, Task Complexity, and Result Interpretability in Large Language Models COLING 2025 CogReact: A Reinforced Framework to Model Human Cognitive Reaction Modulated by Dynamic Intervention ICML 2025 CogSQL: A Cognitive Framework for Enhancing Large Language Models in Text-to-SQL Translation AAAI 2025 CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models ACL 2025 Coherency Improved Explainable Recommendation via Large Language Model AAAI 2025 CohEx: A Generalized Framework for Cohort Explanation AAAI 2025 CoKe: Customizable Fine-Grained Story Evaluation via Chain-of-Keyword Rationalization ACL 2025 Colloquial Singaporean English Style Transfer with Fine-Grained Explainable Control ACL 2025 Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models ACL 2025 Combining Causal Models for More Accurate Abstractions of Neural Networks CLeaR 2025 Combining Induction and Transduction for Abstract Reasoning ICLR 2025