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Step 20: tool results

2026-11-14 20:43:03 UTC · previous step · next step

place_argument_passage

Input

{
  "stance": "advances",
  "reading": "premise_unstated",
  "argument_id": "793235b0-7c74-4b32-a837-d43270f3a133",
  "instance_id": "3653e80d-0f8c-48a5-af4a-175cdf96df53"
}

{"success":true,"instance_id":"3653e80d-0f8c-48a5-af4a-175cdf96df53","message":"Placed the passage on argument \"The argument from the filtered-SAE scores against AxBench's reported baselines\" as a advances instance."}

record_claim_instance

Input

{
  "url": "https://arxiv.org/abs/2609.35367",
  "title": "From Input to Output: A Flexible Agent for Dual-End Interpretation of Sparse Autoencoder Features",
  "stance": "mentions",
  "context": "Appendix N. An outside check of the output-score filter, on a different model, under AxBench's gpt-4o-mini judge.",
  "claim_id": "d3311aac-502f-4e69-ab97-53ee2b6de622",
  "confidence": 0.8,
  "source_kind": "preprint",
  "verbatim_text": "We evaluate the output-score filter of Arad et al. (2025) on Gemma-2-2B under the AxBench protocol and do not observe the gains they report on Gemma-2-9B under their own protocol."
}

{"source_kind":"preprint","success":true,"instance_id":"e188fe35-efb8-457f-8150-20b38bcf67b5","source_id":"851e9497-f5d2-4eaa-8baa-109089f8e3b5","message":"Recorded a mentions instance of claim d3311aac-502f-4e69-ab97-53ee2b6de622 from https://arxiv.org/abs/2609.35367. The claim page shows it among the sources that mention the claim; it takes no side and is never counted as affirming or denying."}

set_claim_importance

Input

{
  "claim_id": "d3311aac-502f-4e69-ab97-53ee2b6de622",
  "reasoning": "This is a specific contested point in the debate over whether SAEs are useful for steering. It is cited as rebutting AxBench's negative result, and at least one outside group has tested and questioned it. The claim is notable within interpretability, not central.",
  "importance": 0.4,
  "contestation": 0.45
}

{"success":true,"message":"Importance of claim d3311aac-502f-4e69-ab97-53ee2b6de622 set to 0.4. Contestation recorded as 0.45."}

add_related_claim

Input

{
  "kind": "related",
  "claim_id": "d3311aac-502f-4e69-ab97-53ee2b6de622",
  "reasoning": "This claim says poor feature selection partly explains AxBench's negative SAE-steering result. That is the broader causal reading of the same study.",
  "other_claim_id": "22ec9a4c-c85b-4dff-bd65-ca53e2ba04b8"
}

{"success":true,"linked":true,"link_id":"9229221b-fd94-4ca0-8a30-39fc5b9401b7","message":"Linked d3311aac-502f-4e69-ab97-53ee2b6de622 <-> 22ec9a4c-c85b-4dff-bd65-ca53e2ba04b8 (related); it now shows as a see-also on both claims."}