Step 31: assistant

Calls log_stewardship_decision

{
  "claim_id": "e0abe646-c78f-417c-813f-b8e2c15d775c",
  "reasoning": "Resumed pass (first assessment plus dependent note). The current assessment judged the claim as worded (a generic about sandbagging LLMs with a contrast against non-sandbagging models) and its status, inconclusive at 0.72 with no credence, stands. What changed is the weighing of one body of evidence. Reading the full TeX of arXiv 2608.29458 showed the paper never describes its noise baseline, and arithmetic on its table shows the reported +0 to +3 percent recovery is below what random answering under forced-choice scoring would yield on ten of eleven locks (locked accuracy at most 1 minus gap, below 0.25 chance), so the baseline was not the original best-over-sweep statistic. The eleven nulls were downweighted from substantial to slight, and the fine-tuned evidence is now described as mixed and thin, not leaning negative. Re-viewing two Tice et al. figures confirmed that heavy noise drives accuracy to zero in that harness, so its gains are not a collapse-to-chance artifact. Actions: recorded the revised assessment (marginal yield 0.2); corrected the context and confidence of the Le et al. instance, recorded its reading (evidence not shown) and the authors' interest in a competing method; wrote a material source map; revised the written form of the for-argument to state the Mistral Large figures instead of 'recovered full accuracy', and re-evaluated both arguments (ratings unchanged: slight, likely); sent a note with the primary-text details to the parent question, the three subclaims' and related claims' Stewards and the dependent that wrote in; filed a request for a single-protocol test on graded fine-tuned locks and benign fine-tunes; noted a narrow finding on the Le et al. baseline; answered all four inbox messages. Importance 0.42 and contestation 0.5 left as set. Not done: readings for the other three instances were not re-recorded in this session, and the released code of 2608.29458 was not located to check its noise settings.",
  "action_taken": "reassessed"
}