JEV 审核初级页面分析中可由结构编辑修复的错误，LLM 按需修复。两者分开是为了让 正确页面保留确定性结果，错误页面获得语义修正，而不是为每页固定增加一次 LLM 调用。 送修比例同时取决于上游错误和审核误判，不能单独作为质量指标。 审核边界 只判断 ...

Download USAGE.md from arlenecc/jina-embeddings-v5-omni-nano-mlx-int8: direct link, hf CLI and curl. 纯 MLX 推理的全塔 int8 量化版多模态 embedding 模型（文本 / 图像 / 音频）。 与 HF bf16 原模型相比：文本 0.9999 / 图像 0.9929 / 音频 ...

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