{
  "video_id": "2607.02007",
  "channel": "cs.CL",
  "title": "EduArt: An educational-level benchmark for evaluating art history knowledge in large language models",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 1.75,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solide Benchmark-Konstruktion mit psychometrischer Rigor, aber orthogonal zu Aria-Kernzielen (Multi-Agent, Memory, Distribution); eher Domain-spezifische Evaluation als Architektur-Learning.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018909999999999999,
  "triaged_at": "2026-07-03T15:00:56.531658+00:00"
}