{
  "video_id": "1bc02dc9826e4de4",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "MLUBench: A Benchmark for Lifelong Unlearning Evaluation in MLLMs",
  "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": "Solid ML research on MLLM unlearning with benchmark contribution, aber keine direkte Relevanz für Aria's Multi-Agent/Memory/Observability-Architektur; eher akademisches Spezial-Domain.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001832,
  "triaged_at": "2026-06-12T15:02:23.935428+00:00"
}