菜单
Use when Phase 4 (experiment execution) begins — enforces complete reporting of all seeds, all results, and all failures; remains active until project end; prevents selective reporting of favorable outcomes
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Use when designing the evaluation protocol for a method development project — locks primary metrics, datasets, seeds, statistical tests, and baseline list into an immutable contract
Use when G2 (plan freeze) and G3 (execution readiness) gates have passed — handles all implementation, baseline reproduction, experimentation, and iteration for both Type M and Type D projects; this is Phase 4
Use when research direction is validated (G1 passed) and the project needs method design, analysis framework, evaluation protocol, or story line — this is Phase 3 and must complete before any code or experiments
Reusable protocol for multi-agent discussions that iterate until convergence. Used by results-integration (Phase 5) and paper-writing (Phase 6) to ensure discussions actually resolve issues rather than just noting them.
Use when and ONLY when the user explicitly requests paper writing and G4 (write-ready) gate has passed — handles LaTeX structure, senior-level writing, reference verification, and iterative refinement
Use when Phase 1 (research-direction-exploration) is complete and G1 gate has passed — subjects the research problem to adversarial defense-style questioning, classifies project intent, re-evaluates venue target, and produces a final feasibility ruling before any method design begins
| name | anti-cherry-pick |
| description | Use when Phase 4 (experiment execution) begins — enforces complete reporting of all seeds, all results, and all failures; remains active until project end; prevents selective reporting of favorable outcomes |
Selective reporting is not curation — it is fabrication. This skill activates at Phase 4 start and remains active until project end. Every experimental result, favorable or not, is recorded and reported.
Violating the letter of this rule is violating the spirit of this rule.
NO SELECTIVE REPORTING. ALL SEEDS, ALL RESULTS, ALL FAILURES.
All seeds, always. Run ALL pre-defined seeds from evaluation-protocol.yaml. Report mean ± std or mean [95% CI]. Never report a single seed.
Negative results are data. Failed experiments and negative results go in docs/05_execution/negative-results.md. They cannot be silently dropped, deleted, or omitted from the final report.
Fair baselines. Baselines must use fair configurations: same compute budget, same data, same preprocessing pipeline, same hyperparameter search budget. No handicapping.
Equivalent access. If your method uses pretrained models, extra data, or external resources, baselines must have equivalent access. Asymmetric advantage is not a fair comparison.
All datasets. If a dataset is listed in evaluation-protocol.yaml, report results on it. You cannot include only favorable datasets and hide unfavorable ones.
Equal tuning. The same hyperparameter search budget applies to all methods. You cannot exhaustively tune your method while giving baselines default parameters.
| Excuse | Reality |
|---|---|
| "This seed gave bad results" | Report ALL seeds. One bad seed in five is expected variance, not grounds for exclusion. |
| "The baseline code didn't work well" | Your implementation may be unfair. Use official code or explicitly acknowledge the discrepancy. |
| "This dataset isn't standard" | If you included it in evaluation-protocol.yaml, you report it. Remove it only through the change request process. |
| "Our method needs more tuning" | Same tuning budget for all methods. Equal effort, equal opportunity. |
| "The failure was due to a bug" | Fix the bug, re-run ALL experiments from scratch, report the new results. Partial re-runs are not acceptable. |
| "Negative results aren't interesting" | They are data. Record them. They prevent others from repeating your mistakes. |
| "This variant isn't worth reporting" | If you ran it, you report it. Let the reader decide what's worth noting. |
| "We'll include it in the appendix" | Appendix is acceptable for space. Omission is not. Ensure it is referenced from the main text. |
Favorable results only = fiction
Complete results = science
Report everything. Hide nothing. This is non-negotiable.