{
  "video_id": "2607.08489",
  "channel": "cs.AI",
  "title": "VEGAS: Human-Aligned Video Caption Evaluation via Gaze",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solides Paper zu Attention-Alignment in Vision-Language Models, aber begrenzte Relevanz für Aria-Architektur (kein Multi-Agent-, Memory- oder LLM-Distribution-Focus); Test-Time-Gaze-Abhängigkeit reduziert praktische Einsetzbarkeit.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001763,
  "triaged_at": "2026-07-10T15:00:50.841260+00:00"
}