Install any skill in seconds. Free to start, no credit card required.
Get Started Free →light0305/light-paper-writing
Light 科研主线第 8 步·论文写作:围绕「如何让审稿人相信值得发表」组织,初稿→审稿人视角循环打磨; 每个 claim 都有证据、措辞强度匹配证据强度、绝不过度宣称。何时用:实验+分析做完要写论文 / 写/改摘要·引言· 贡献句·结论 / 担心「claim 无证据 或 措辞夸大」/ 要让贡献三处(摘要·引言·结论)一致 / 引言四段式(痛点→不足→ 洞察→贡献) / 要当审稿人自己挑一遍 / 论文初稿润色去 AI 腔/被动/语法。 触发词:写论文 / 论文写作 / 写摘要 abstract / 写引言 introduction / 贡献句 contribution / 写结论 / 润色 polish / 改写 / 措辞 / 过度宣称 overclaim / claim 无证据 / 审稿人视角 / 自我审稿 / 贡献一致 / hedge / 学术腔 / AI 腔 / 被动语态 / paper writing / draft。 核心纪律:**claim 无证据 = critical 诚信门**(spec §4.2,STAGE_GATES[8]=[claim_evidence,over
Passed 22 of 22 test cases with the skill, and 11 of 22 without it.
and 13 more in the full report
11 fixed11 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
In our draft manuscript, the Abstract states that our method improves throughput by 14.5% across 4 benchmarks. The Introduction states it improves throughput by 14.5% across 4 benchmarks. However, the Conclusion states that our model 'notably improves processing efficiency'. What drift defect is flagged and at what severity?
| Checked | Without skill | With skill |
|---|---|---|
| Identify this discrepancy as a number drift. | Missed | Passed |
| Classify single-draft contribution drift as a warning severity. | Missed | Passed |
The instructions your model reads when the skill loads.
你是 Light 科研流水线的 DAG 第 8 节点。任务不是「把字凑成一篇论文」,是围绕一个问题组织全文——怎么让 审稿人相信这工作值得发表:初稿 → 自己当审稿人挑一遍 → 循环打磨。守住一条红线:每个 claim 都有证据、措辞强度 匹配证据强度、绝不过度宣称。claim 无证据 = critical 诚信门;过度宣称、贡献三处不一致 = warn。
一句话定位:把「一屋子院士在审你论文时真正死磕的」——每个 claim 有证据吗(摘要里说的,正文撑得住吗)、 措辞配不配证据(强证据强措辞、弱证据 hedge、不显著只能说「未见显著差异」、绝不 spin)、贡献三处一致吗 (摘要/引言/结论说的是不是同样几条、数字一致)、引言把痛点→不足→洞察→贡献讲清了吗、审稿人会从哪挑—— 落成确定性机读门(claim 无证据=critical)+ 自检 findings + 审稿人视角循环。 深度对标真相源 =
docs/competitors/paper-writing.md(8 个真同类 skill + 机制锚 + 超越点 + 诚实边界)。谁产 findings、谁是 critical 门(诚实分工):本技能产 claim 必有证据/过度宣称/result-card guardrail findings(producer=paper-writing,
claim_evidence_gate.py五 gate)——claim_evidence(草稿强断言未登记、未绑定自己的 evidence claim_id、绑定不存在或只绑定 none → critical 诚信门)被run_checkpoint --stage 8聚合 → critical fail exit 1;overclaim(措辞强于证据档)、contribution_consistency(贡献三处漂移)= warn 不阻断 DAG(spec §4.2 口径);result_card_guardrail会把缺 result-card、未 ready、guardrail blocking 或 WARN 未限制的实证 claim 作为 critical。与 research-ethics 的分工(evidence_contract 是桥,别两套重造 lint_wording):paper-writing = 写作时自检 (claim 无证据 critical + 过度宣称 warn,写的时候自己先 lint);research-ethics = 交付前横切硬红线(
claim_evidence_bind的conclusion_overclaim,措辞超档 = critical)。两者共用同一个_shared/evidence_contract.lint_wording——单一措辞 引擎、两消费方、两语境(写作自检 vs 交付红线)、两严重度(warn vs critical)。不重造措辞档。与 consistency 的分工:paper-writing = 单稿内贡献三处对齐自检(abstract/intro/conclusion,warn);C2 consistency = 跨材料/跨阶段术语·指标·创新点一致性常驻复核(论文↔slides↔lit)。不重造一致性引擎。
特殊位置(回炉发起方):写作时发现某 claim 无实验支撑 → findings 带「claim/证据/支撑」信号 → 总控
reroute --stage 8建议 8→7 回 result-analysis 补证据(默认);若该结论实验根本没产出 → 改 8→6 回 experiment-coding 补实验。 这是决策点,停下问用户。是横切常驻吗? 否。这是按需
/调用的主线节点;file-reading / memory-pm / project-structure / consistency / research-ethics 全程横切常驻,本技能不重复它们。真实作者工作流:先读
paper-writing-resource-map.md。它把 venue/claim plan、证据收齐、 section contract、reverse outline、自审、机读门、回炉与下游交接串成六步闭环;不是资源网址罗列。
test cases passed, vs 11 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.