SAEScientist-Bench: Can AI Agents Conduct Autonomous SAE Interpretability Research?
Whether AI agents can act as scientists utilizing SAE tools for autonomous mechanistic discovery is evaluated to establish experimental model understanding as a measurable capability for closed-loop autonomous AI R&D.
Yuqiao Tan, Shihu He, Jun Zhao et al.
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