A conformal interpretability method labels LLM agent states step-by-step and extracts linearly separable temporal concept directions aligned with task success on ScienceWorld and AlfWorld.
A brief overview of chat- gpt: The history, status quo and potential future develop- ment.IEEE/CAA Journal of Automatica Sinica, 10(5):1122– 1136, 2023
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From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents
A conformal interpretability method labels LLM agent states step-by-step and extracts linearly separable temporal concept directions aligned with task success on ScienceWorld and AlfWorld.