{
  "video_id": "2606.32034",
  "channel": "cs.CL",
  "title": "QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Hochrelevante Eval-Methodology für Dense Supervision in Long-Horizon Agents; training-free Benchmarking löst echter Pain-Point; substanzreich mit 1.2K Experimenten, aber praktische Integration in bestehende Pipelines unklar.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018900000000000002,
  "triaged_at": "2026-07-01T15:00:21.964690+00:00"
}