/paper-draft
Draft a LaTeX paper from PAPER_PLAN — write each section from wiki sources + generate figures/tables + BibTeX verification + de-AI polish
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Draft a LaTeX paper from PAPER_PLAN — write each section from wiki sources + generate figures/tables + BibTeX verification + de-AI polish
汇总某个经管实证变量在文献中的测算口径、数据来源、模型角色和项目可用性
Multi-phase research idea generation pipeline: landscape scan → dual-model brainstorm → filter & validation → write to wiki → pilot
Multi-source novelty verification — WebSearch + Semantic Scholar + wiki + Review LLM cross-verify — outputs novelty score and recommendations. Optionally writes the score back to an idea page with --write.
实验判决门:Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 linked idea 的 status / failure_reason 与 graph edges
实验执行全流程:准备代码 → 部署运行(运行前需向用户确认,申请用户手动检查) → 监控状态 → 收集结果,支持三种运行模式
通用多轮迭代改进:对任意研究制品反复调用 /review → 解析反馈 → 修复 → 更新 wiki,直到达标
解析审稿意见 → 原子化 concerns (Rvx-Cy) → 映射到 wiki ideas/methods → 检查 evidence → Review LLM stress-test → 生成 rebuttal
实验执行全流程:准备代码 → 部署运行 → 监控状态 → 收集结果,支持三种运行模式
实验判决门:Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges
Claim-driven 实验设计:界定目标 claims → 设计实验块(baseline/validation/ablation/robustness)→ 构建执行顺序 → 可选 Review LLM review → 写入 wiki
从 PAPER_PLAN 起草 LaTeX 论文:逐 section 从 wiki 取材撰写 + 生成 figures/tables + BibTeX 验证 + de-AI polish
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