{
  "video_id": "2607.01964",
  "channel": "cs.CL",
  "title": "Beyond Supervised Clarification: Input Rewriting with LLMs for Dialogue Discourse Parsing",
  "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": "Tiefgreifende empirische Studie zu Input-Rewriting unter realistischen Bedingungen; identifiziert kritische Limitations (Regressions, fehlende Rewritability-Prediction) und reframt Problem als selective intervention — direkt relevant für agentic pipelines und frozen-model-Optimierung.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001934,
  "triaged_at": "2026-07-03T15:00:49.817962+00:00"
}