{ "description": "离线检索对比数据集:用于在无需 LLM / 无需外部检索服务的情况下,量化对比『非智能体化 RAG(单次检索)』与『智能体化 RAG(多轮/分解检索)』的证据召回能力。每条问题标注了回答所必需的金标准法条(gold_articles,以法条编号精确匹配)。naive_query 为用户原始提问(单次检索直接使用);subqueries 为智能体经过思考后分解/改写出的检索式(多次检索后取并集)。金标准法条均已确认存在于 laws/ 语料中。", "metric": "证据召回率 = 命中的金标准法条数 / 金标准法条总数(某法条被命中当且仅当检索结果中存在以该法条编号开头的分块)", "cases": [ { "id": "easy_1", "question": "故意伤害致人重伤的,如何处罚?", "difficulty": "easy", "naive_query": "故意伤害致人重伤的,如何处罚?", "subqueries": ["故意伤害 致人重伤 有期徒刑"], "gold_articles": ["第二百三十四条"] }, { "id": "easy_2", "question": "正当防卫是怎么规定的?", "difficulty": "easy", "naive_query": "正当防卫是怎么规定的?", "subqueries": ["正当防卫 不负刑事责任"], "gold_articles": ["第二十条"] }, { "id": "easy_3", "question": "醉酒驾驶机动车如何处罚?", "difficulty": "easy", "naive_query": "醉酒驾驶机动车如何处罚?", "subqueries": ["危险驾驶罪 醉酒 驾驶机动车 拘役"], "gold_articles": ["第一百三十三条之一"] }, { "id": "hard_1", "question": "故意杀人罪判几年?", "difficulty": "hard", "naive_query": "故意杀人罪判几年?", "subqueries": ["故意杀人 死刑 无期徒刑"], "gold_articles": ["第二百三十二条"] }, { "id": "hard_2", "question": "盗窃罪的立案标准是什么?", "difficulty": "hard", "naive_query": "盗窃罪的立案标准是什么?", "subqueries": ["盗窃 公私财物 数额较大 有期徒刑"], "gold_articles": ["第二百六十四条"] }, { "id": "hard_3", "question": "诈骗罪的量刑标准是什么?", "difficulty": "hard", "naive_query": "诈骗罪的量刑标准是什么?", "subqueries": ["诈骗 公私财物 数额较大 有期徒刑 罚金"], "gold_articles": ["第二百六十六条"] }, { "id": "hard_4", "question": "醉酒过失致人重伤且有盗窃前科,应如何量刑?", "difficulty": "hard", "naive_query": "醉酒过失致人重伤且有盗窃前科,应如何量刑?", "subqueries": [ "过失伤害他人致人重伤 有期徒刑", "危险驾驶罪 醉酒 驾驶机动车", "累犯 从重处罚 过失犯罪" ], "gold_articles": ["第二百三十五条", "第一百三十三条之一", "第六十五条"] } ] }