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Step 18: tool results

2026-11-15 07:18:30 UTC · previous step · next step

evaluate_argument

Input

{
  "verdict": "likely",
  "decisive": false,
  "evaluation": "If the reruns are reported faithfully, they make the claim much more likely: same data, same model, and dense methods reaching the same conclusions in each case study. They fall short of certainty because \"match\" is read off one team's choice of baselines and metrics, and in the punctuation case the comparison is qualitative.",
  "argument_id": "d09fa10c-dec1-4d68-88d0-0fcfe0ed38d4"
}

{"success":true,"message":"Evaluation recorded for argument \"The argument from the within-study baseline reruns\": likely."}

evaluate_argument

Input

{
  "verdict": "slight",
  "decisive": false,
  "evaluation": "If its premises hold, it shows that the match is not uniform. SAEs keep a measured edge on mislabeled CoLA examples and some wins in pooled probing, and the baseline checks came after the fact. These weaken a strict reading of \"match\", but they do not overturn the finding that baselines reach the same conclusions and equal or beat SAE probes in aggregate. So against the claim as worded they bear only a little.",
  "argument_id": "8395f9d1-9885-42bf-9754-d2c1bb76e1f2"
}

{"success":true,"message":"Evaluation recorded for argument \"The argument from residual SAE advantages and hindsight baselines\": slight."}

set_claim_importance

Input

{
  "claim_id": "738d9786-0b87-4b75-9c33-cabe43c903d5",
  "reasoning": "A specific empirical point inside the live debate over whether SAEs are useful. It matters to that debate but is narrow, and the specific comparisons are rarely disputed. Its proponents shift their argument to discovery tasks instead.",
  "importance": 0.35,
  "contestation": 0.35
}

{"success":true,"message":"Importance of claim 738d9786-0b87-4b75-9c33-cabe43c903d5 set to 0.35. Contestation recorded as 0.35."}