Functional interpretation is introduced, which characterizes an SAE feature as a mapping from its activating input semantics to its output effects under intervention, and Dual-End Agentic Feature Interpretation (DAFI) is presented, an agent that actively gathers evidence and refines input-side, output-side, and functio...
De-Wen Liu, Zi-Xu Li, Jonathan Pan et al.· 0 citations
SAEVerbalizer is introduced, a framework that injects SAE decoder directions into an LLM's representations and fine-tunes the LLM's downstream layers to generate natural-language explanations of the injected features.
Weihang Meng, Hong-Zhu Guo, Yi Jing et al.· 0 citations
TrajDebug is proposed, an error-lifecycle tracing framework that addresses long-trajectory error discovery with multi-granularity history compression and evidence-based error identification, and supports critical attribution by tracing each error's resolution status and terminal impact.
Yunjia Qi, Zehua Yin, Xin Shi et al.· 4 citations· ⚡1
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