{
  "video_id": "2607.08643",
  "channel": "cs.LG",
  "title": "BiSCo-LLM: Lookup-Free Binary Spherical Coding for Extreme Low-Bit Large Language Model Compression",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 2
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  "junk_penalty": 0,
  "avg_score": 2.5,
  "effective_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Substanzielle Fortschritt in extreme LLM-Kompression (codebook-free binary spherical coding) mit klarer technischer Architektur; hohe Relevanz für Cost-Optimierung und Deployment-Engineering, aber Produktionsreife unklar ohne Code/Benchmarks.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001901,
  "triaged_at": "2026-07-10T15:01:22.576385+00:00"
}