{
  "video_id": "2607.06327",
  "channel": "cs.AI",
  "title": "Estimating Uncertainty from Reasoning: A Large-Scale Study of Multi- and Crosslingual MCQA Performance in LLMs",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.5,
  "effective_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Rigoroses Large-Scale-Eval mit 3 starken, actionable Findings zu UE-Methoden across Sprachen/Scales; hohe Substanz, klare Reasoning-Kette, direkt relevant fuer Robustheit & Calibration in Multi-Agent-Systemen.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001887,
  "triaged_at": "2026-07-08T15:00:27.745705+00:00"
}