{
  "video_id": "2607.07494",
  "channel": "cs.LG",
  "title": "GIFT: Geometry-Informed Low-precision Gradient Communication for LLM Pretraining",
  "scores": {
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    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
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  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Substanzieller Algorithmus-Beitrag mit direktem Relevanz-Hit fuer LLM-Skalierung, empirisch validiert, kein Hype-Signal erkannt.",
  "model": "claude-haiku-4-5-20251001",
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  "triaged_at": "2026-07-09T15:01:21.996445+00:00"
}