| name | nature-academic-search |
| description | 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. |
| version | 2.0.0-agent-rl |
Academic search skill
Workflow
- Translate the user's topic into search axes: problem, method, benchmark, baseline, theory, safety.
- Generate keyword sets for RL/MARL/LLM/Agent variants.
- Prioritize primary sources: papers, official code, benchmark documentation, venue proceedings.
- Build a related-work matrix: paper, contribution, method family, benchmark, limitation, relation to user's work.
- Mark which references are foundational, competing, complementary or cautionary.
- For recent topics, verify publication dates and versions online when tools are available.
Output format
Search plan:
Keyword groups:
Must-read papers:
Baseline candidates:
Benchmark/dataset sources:
Related-work matrix:
Open citation gaps:
Red lines
Do not fabricate search results. If live search is unavailable, say that the list is based on supplied material or prior knowledge and needs verification.
