ICDE 2025 Paper, Grounding Natural Language to SQL Translation with Data-Based Self-Explanations
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May 24, 2025 - Python
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self-explanations
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Code for the paper LLMs Don't Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations
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Sep 11, 2025 - Jupyter Notebook
Official implementation of the papers "Evaluating the Reliability of Self-Explanations in Large Language Models" and "Mind the Gap: From Plausible to Valid Self-Explanations in Large Language Models"
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Jul 15, 2025 - Jupyter Notebook
Does a language model's self-explanation actually depend on the activation it explains? Pre-registered controls for introspective verbalization, building on Li et al. (arXiv:2511.08579). Apparatus and frozen pre-registration - no measurement yet.
open-science introspection reproducibility sparse-autoencoders ai-safety interpretability preregistration llm mechanistic-interpretability activation-patching self-explanations linear-probes chain-of-thought-faithfulness
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Aug 15, 2026 - Python
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