{
  "video_id": "2605.27293",
  "channel": "cs.LG",
  "title": "BASIS: Batchwise Advantage Estimation from Single-Rollout Information Sharing for LLM Reasoning",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "avg_score": 2.0,
  "verdict": "promote",
  "one_line_reason": "Critic-free RL-Algorithmus für LLM-Reasoning mit starker aria_relevance (Multi-Agent-RL, Eval-Setup, Cost-Optimierung); konkrete empirische Verbesserungen (69% MSE-Reduktion) und praktisch relevante Effizienz-Tradeoffs.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001494,
  "triaged_at": "2026-05-27T15:00:25.805327+00:00"
}