{
  "video_id": "2607.06196",
  "channel": "cs.CL",
  "title": "Pluralis v0.1: Towards a Multicultural, Multimodal, Multilingual Benchmark for AI Risk and Reliability",
  "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": "Rigorous multimodal safety benchmark addressing blind spot (cultural localization) in VLM eval; novel Judge-Pluralis ensemble methodology; directly actionable for distributed eval systems; zero hype markers.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001862,
  "triaged_at": "2026-07-08T15:00:40.271916+00:00"
}