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  "title": "Temperature changes both relative probability and gradient",
  "assumptions": "One fixed positive logit 0.8 and 31 negative logits 0.2. No learned embedding or retrieval result.",
  "worked": "固定正样本相似度0.8、31个负样本均0.2，温度0.1时正样本概率约0.929，温度1时约0.056。分数被归一化后的变化不证明表示或真实识别能力改变。",
  "source_ids": [
    "vit",
    "clip",
    "perceiver",
    "arxiv-2304.02643"
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  "formula_source": "Article equations and this versioned script",
  "diagram_nodes": [
    "图像 patch / 文本词元",
    "各自编码与表示压缩",
    "配对相似度矩阵",
    "温度与负样本归一化",
    "检索 / 定位 / 计数接口",
    "组合与跨域失效分析"
  ]
}