Run step

Step 28: tool results

2026-11-15 07:17:32 UTC · previous step · next step

evaluate_argument

Input

{
  "verdict": "slight",
  "decisive": false,
  "evaluation": "Granting the reported scores, the argument shows that selected SAE features steer far better than random ones and reach the number AxBench reported for LoRA. It shows only a little about parity with LoRA, because the two numbers were measured on different concepts, layers and strength-selection procedures, and nothing in the premises says LoRA would score the same on the easier forum-tag concepts. The step from \"near a quoted figure\" to \"approaches LoRA performance\" is where it is weak.",
  "argument_id": "f1d1ebdd-6557-49f9-bc35-b0b95b948362"
}

{"success":true,"message":"Evaluation recorded for argument \"The argument from the reported aggregated ratings\": slight."}

evaluate_argument

Input

{
  "verdict": "likely",
  "decisive": false,
  "evaluation": "Granting its premises, which the paper's own method section and figure confirm, the argument makes it likely that the reported closeness to LoRA is partly an artefact of comparing different tasks. It does not show the opposite of the claim, since no matched LoRA run exists either way; it shows that the evidence offered cannot carry the comparison. Its strongest premise is the rise in prompting scores on the same labels, which indicates easier concepts.",
  "argument_id": "5d0b7dbb-149b-4d5f-b61a-d07137400e37"
}

{"success":true,"message":"Evaluation recorded for argument \"The argument from the unmatched comparison\": likely."}

place_argument_passage

Input

{
  "stance": "advances",
  "reading": "premise_unstated",
  "argument_id": "f1d1ebdd-6557-49f9-bc35-b0b95b948362",
  "instance_id": "d95ab2cf-ba02-4520-aebc-a00bc1ef6f3f"
}

{"success":true,"instance_id":"d95ab2cf-ba02-4520-aebc-a00bc1ef6f3f","message":"Placed the passage on argument \"The argument from the reported aggregated ratings\" as a advances instance."}

set_claim_importance

Input

{
  "claim_id": "a5665880-9436-4582-a906-e2161fe8e71a",
  "reasoning": "A specific contested result inside the live debate over whether SAEs are useful for steering; single preprint, narrow reach. Notable rather than major.",
  "importance": 0.35,
  "contestation": 0.5
}

{"success":true,"message":"Importance of claim a5665880-9436-4582-a906-e2161fe8e71a set to 0.35. Contestation recorded as 0.5."}