Interpretability

Certifying Language Model Robustness with Fuzzed Randomized Smoothing: An Efficient Defense Against Backdoor Attacks ICLR 2025 Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step NAACL 2025 Chain-of-Scrutiny: Detecting Backdoor Attacks for Large Language Models ACL 2025 Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation EMNLP 2025 Chain-of-Thought Provably Enables Learning the (Otherwise) Unlearnable ICLR 2025 Characterizing Positional Bias in Large Language Models: A Multi-Model Evaluation of Prompt Order Effects EMNLP 2025 Characterizing the Role of Similarity in the Property Inferences of Language Models NAACL 2025 ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement EMNLP 2025 ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering EMNLP 2025 ChatterBox: Multimodal Referring and Grounding with Chain-of-Questions AAAI 2025 ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains ICLR 2025 CIKT: A Collaborative and Iterative Knowledge Tracing Framework with Large Language Models EMNLP 2025 Circuit-Aware d-DNNF Compilation IJCAI 2025 Circuit Compositions: Exploring Modular Structures in Transformer-Based Language Models ACL 2025 Circuit Stability Characterizes Language Model Generalization ACL 2025 Circuit-Tracer: A New Library for Finding Feature Circuits EMNLP 2025 CLAIM: An Intent-Driven Multi-Agent Framework for Analyzing Manipulation in Courtroom Dialogues ACL 2025 CLAIMCHECK: How Grounded are LLM Critiques of Scientific Papers? EMNLP 2025 CLAIM: Mitigating Multilingual Object Hallucination in Large Vision-Language Models with Cross-Lingual Attention Intervention ACL 2025 Claim veracity assessment for explainable fake news detection COLING 2025 Classic4Children: Adapting Chinese Literary Classics for Children with Large Language Model NAACL 2025 Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers CVPR 2025 Cleanse: Uncertainty Estimation Approach Using Clustering-based Semantic Consistency in LLMs ACL 2025 CLEAR: A Framework Enabling Large Language Models to Discern Confusing Legal Paragraphs EMNLP 2025 CLEME2.0: Towards Interpretable Evaluation by Disentangling Edits for Grammatical Error Correction ACL 2025