{
  "video_id": "3fd950ee70cfab6e",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Minimizing the Hidden Cost of Scales: Graph-Guided Ultra-Low-Bit Quantization for Large Language Models",
  "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": "Fundierte PTQ-Innovation mit klarer Methodik (Graph-Guided Saliency-Separation, Dual-Mode Quantization) und starken empirischen Ergebnissen (1.03 bits, 6.74 PPL); direkt relevant fuer LLM-Deployment-Effizienz und Cost-Optimierung.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.002055,
  "triaged_at": "2026-06-06T15:00:57.201275+00:00"
}