メニュー
Build, audit, and organize citation evidence for RL, MARL, LLM, and LLM Agent manuscripts. Use for related work matrices, citation gaps, DOI/BibTeX checks, baseline provenance, benchmark provenance, and Nature-style support for claims.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Search, plan, and organize literature for RL, MARL, LLM, and LLM Agent research. Use for finding papers, building related-work maps, identifying baselines, benchmark provenance, citation gaps, and recent work tracking.
Prepare Data Availability, Code Availability, Model Availability, Prompt Availability, and reproducibility statements for RL, MARL, LLM, and LLM Agent manuscripts.
Help legally obtain, organize, and archive academic papers, PDFs, BibTeX, supplementary files, code links, and benchmark documents for RL, MARL, LLM, and LLM Agent research. Do not bypass paywalls or access controls.
Create, revise, or audit Nature-style scientific figures for RL, MARL, LLM, and LLM Agent papers. Use for Python/R plotting, training curves, ablations, benchmark bars, architecture diagrams, agent workflow figures, trajectory visualizations, and publication export QA.
Build a repeatable literature discovery, scoring, reading, and archiving pipeline for RL, MARL, LLM, and LLM Agent research. Use for daily/weekly paper tracking, topic watchlists, benchmark monitoring, and research-note automation.
Convert RL, MARL, LLM, or LLM Agent research into a preliminary technical invention disclosure or Chinese patent-style draft. Use for invention points, claims, embodiments, flowcharts, and technical effects. Not legal advice.
| name | nature-citation |
| description | Build, audit, and organize citation evidence for RL, MARL, LLM, and LLM Agent manuscripts. Use for related work matrices, citation gaps, DOI/BibTeX checks, baseline provenance, benchmark provenance, and Nature-style support for claims. |
| version | 2.0.0-agent-rl |
Every citation must support a specific claim. Do not add famous papers as decoration.
Citation map
| Claim | Required source type | Candidate citations | Risk if unsupported |
Related-work structure
- paragraph 1:
- paragraph 2:
- paragraph 3:
Citation risks
- outdated baseline:
- missing benchmark source:
- unsupported broad claim:
Do not fabricate references, DOIs, BibTeX entries or author names. If verification is unavailable, label citations as unverified.