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Get Started Free →huangwb8/research-literature-review
当用户明确要求"做系统综述/文献综述/related work/相关工作/文献调研"，或要求使用旧名 systematic-literature-review skill 时使用。AI 自定检索词，多源检索→去重→AI 逐篇阅读并评分（1–10分语义相关性与子主题分组）→按高分优先比例选文→自动生成"综/述"字数预算→资深领域专家自由写作（固定摘要/引言/子主题/讨论/展望/结论），保留正文字数与参考文献数硬校验，强制导出 PDF 与 Word。支持多语言翻译与智能编译（en/zh/ja/de/fr/es）。
Passed 15 of 19 test cases with the skill, and 5 of 19 without it.
and 15 more in the full report
12 fixed5 passed either way4 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
During the AI scoring phase of candidate papers for a survey on federated learning, what is the numerical score range used, and what minimum score must a paper receive to be assigned a subtopic?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies candidate paper scoring scale as 1 to 10 | Missed | Passed |
| Requires a minimum score of 5 for subtopic assignment | Missed | Passed |
The instructions your model reads when the skill loads.
research-literature-search 是阶段 1/2 的必需依赖（contract rls.v1）。review 只消费其 manifest、canonical candidates 和 provenance，不再内嵌 provider 或执行第二套 canonical 去重。systematic-literature-review 仅作为 prompt 兼容别名保留；.systematic-literature-review/ 仍是稳定历史工作区名。最少需要：
{主题}：一句话主题。Premium / Standard / Basic；未指定时读取 config.yaml 默认值。config.yaml.scoring.default_*_range。--query-file，也可填写当前 run 的 input/queries.json。按用户请求和配置文件提供必要输入；缺失信息应明确列出并停止依赖该输入的步骤。
bensz-collect-bugs 按规范记录到 ~/.bensz-skills/bugs/，严禁直接修改用户本地 Claude Code / Codex 中已安装的 skill 源码。gh 与 bensz-collect-bugs，仅上传新增 bug 到 huangwb8/bensz-bugs；不要 pull / clone 整个 bug 仓库。references/ai_query_generation_prompt.md，生成查询 JSON。公开 schema 支持以下三种形态：
{"queries": [{"query": "...", "rationale": "..."}]}[{"query": "...", "rationale": "..."}]test cases passed, vs 5 / 19 without
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