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Interpretability

7318 directly classified papers

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Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models AAAI 2025
SkillVerse : Assessing and Enhancing LLMs with Tree Evaluation ACL 2025
Exploiting the Shadows: Unveiling Privacy Leaks through Lower-Ranked Tokens in Large Language Models ACL 2025
Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection AAAI 2025
Cross-Lingual Pitfalls: Automatic Probing Cross-Lingual Weakness of Multilingual Large Language Models ACL 2025
LLM Braces: Straightening Out LLM Predictions with Relevant Sub-Updates ACL 2025
Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection AAAI 2025
Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts AAAI 2025
Nuance Matters: Probing Epistemic Consistency in Causal Reasoning AAAI 2025
CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification AAAI 2025
CER: Confidence Enhanced Reasoning in LLMs ACL 2025
GAMEBoT: Transparent Assessment of LLM Reasoning in Games ACL 2025
Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference AAAI 2025
Beyond Facts: Evaluating Intent Hallucination in Large Language Models ACL 2025
Unlocking General Long Chain-of-Thought Reasoning Capabilities of Large Language Models via Representation Engineering ACL 2025
FLUE: Streamlined Uncertainty Estimation for Large Language Models AAAI 2025
Calibrating Large Language Models with Sample Consistency AAAI 2025
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home ACL 2025
Are the Hidden States Hiding Something? Testing the Limits of Factuality-Encoding Capabilities in LLMs ACL 2025
Eliciting Causal Abilities in Large Language Models for Reasoning Tasks AAAI 2025
Enhancing Automated Interpretability with Output-Centric Feature Descriptions ACL 2025
ConSim: Measuring Concept-Based Explanations’ Effectiveness with Automated Simulatability ACL 2025
Tagged Span Annotation for Detecting Translation Errors in Reasoning LLMs EMNLP 2025
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments AAAI 2025
Benchmarking and Understanding Compositional Relational Reasoning of LLMs AAAI 2025