{
  "video_id": "2606.04650",
  "channel": "cs.IR",
  "title": "Improving the Efficiency and Effectiveness of LLM Knowledge Distillation for Conversational Search",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "avg_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solide IR-Forschung zu Knowledge Distillation in Conversational Search mit praktischen Gains (2× FLOPS-Reduktion), aber keine Multi-Agent/Memory/Brain-Architektur-Relevanz für Aria; akademisch wertvoll, nicht Kern-Path.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018960000000000001,
  "triaged_at": "2026-06-04T15:02:15.418032+00:00"
}