{
  "video_id": "e2a7a137f8798bdf",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "VAMPS: Visual-Assisted Mathematical Problem Solving Benchmark",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid benchmark paper (1,168 samples, bilingual, synthetic variants) mit wichtigem Failure-Mode (visual-tool externalization), aber keine Multi-Agent-/Memory-/Eval-Architektur-Patterns für Aria-Systeme; academisch rigoros, praktische Umsetzung offen.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018310000000000002,
  "triaged_at": "2026-06-04T15:03:08.415467+00:00"
}