Step 11: assistant

thinking

Calls add_argument

{
  "name": "The argument from the three-setup head-to-head comparison",
  "stance": "for",
  "claim_id": "846a4d41-3752-45ed-9210-b4177d75b5e9",
  "description": "Kempf et al. (2026) ran both pipelines on the same three model pairs and scored them with held-out judge metrics and autoraters."
}

Calls add_argument

{
  "name": "The argument from evaluation by LLM judges sharing the LLM pipeline's model",
  "stance": "against",
  "claim_id": "846a4d41-3752-45ed-9210-b4177d75b5e9",
  "description": "All quality scores come from LLM judges and autoraters, and the verification judge is the same model that generates the LLM-based hypotheses, so 'comparable' may not hold under human or independent evaluation."
}