Unverified50% confidenceBenchmarkExact time

在确实包含数据集引用的段落中，精确率提升到89.5%

1

Sources

50%

Confidence

Long-term

Relevance

9/14/2026

First Seen

Sources

弱监督+LLM标注精炼：从人道主义文档中提取数据集引用

Related Entities

弱监督框架concept

Related Claims

Unverified实验中单元完成准确率从72.4%提升至84.9%，提高了12.5个百分点79% similar Unverified在段落级别，区分含引用与不含引用段落的准确率达88.2%，特异度达88.6%75% similar Unverified人类基准准确率为90.8%73% similar Unverified功效分析中统计功效（Statistical Power）通常设为 80% 以上73% similar Unverified经过智能筛选后，数学推理场景的草稿通过率从76.9%提升至92.5%73% similar

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