Step 21: assistant

thinking

Calls add_argument

{
  "name": "The argument from the inductive bias of interpretable sparse bases",
  "stance": "for",
  "claim_id": "20fee30f-0192-4b8c-b479-83c3f230014d",
  "description": "If the target concept occupies a few SAE latents while spurious cues are diffuse or minor, a k-sparse probe will pick the concept and ignore the cues a dense probe can exploit."
}

Calls add_argument

{
  "name": "The argument from head-to-head out-of-distribution comparisons",
  "stance": "against",
  "claim_id": "20fee30f-0192-4b8c-b479-83c3f230014d",
  "description": "Controlled comparisons on Gemma 2 SAEs find k-sparse SAE probes transfer worse under distribution shift than tuned dense logistic-regression probes."
}