{
  "video_id": "2606.12232",
  "channel": "cs.LG",
  "title": "Re-evaluating Confidence Remasking in Masked Diffusion Language Models",
  "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": "Solide empirische Kritik an bestehenden Methoden (Masked Diffusion LLMs), aber zu spezialised für Aria-Architektur-Ziele; kein neuer Mechanismus, hauptsächlich negative Evaluationsergebnisse ohne Alternative.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001871,
  "triaged_at": "2026-06-11T15:01:05.048807+00:00"
}