| 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 |
Citation and evidence-chain skill
Default stance
Every citation must support a specific claim. Do not add famous papers as decoration.
Workflow
- Extract claims needing citations: problem importance, prior limitation, method lineage, benchmark, baseline, metric, safety concern.
- Classify each citation role: foundational, direct predecessor, competing baseline, benchmark/dataset, theory, empirical evidence, limitation/safety.
- For RL/MARL/LLM/Agent papers, separate:
- algorithmic ancestors;
- benchmark or environment sources;
- baselines and official implementations;
- evaluation protocols;
- safety/ethics references.
- Identify missing citations and over-cited statements.
- Prefer primary sources, official benchmark papers and recent strong baselines.
- When web access is available, verify DOI/arXiv/version/date before finalizing.
Output format
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- outdated baseline: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:
Red lines
Do not fabricate references, DOIs, BibTeX entries or author names. If verification is unavailable, label citations as unverified.
