AgentSkillsCN

literature-search

采用系统化的学术文献检索方法。提供检索查询模板、论文提取格式、SOTA 表格构建,以及 BibTeX 校验功能。适用于文献检索、文献综述撰写,或甄别 SOTA 基线时使用。

SKILL.md
--- frontmatter
name: literature-search
description: >
  Systematic academic literature search methodology. Provides search query
  templates, paper extraction formats, SOTA table construction, and BibTeX
  verification. Use when searching for papers, building literature reviews,
  or identifying SOTA baselines.

Systematic Literature Search

Search Query Strategy

For a given research topic, formulate queries in 4 categories:

  1. Direct: "{topic}" "{method}" {year range}
  2. Methodological: "{technique}" "{application domain}"
  3. Benchmark: "{dataset name}" benchmark state-of-the-art
  4. Survey: survey OR review "{topic}" {recent year}

Search priority: arXiv → IEEE Xplore → Google Scholar → Semantic Scholar

Paper Extraction Template

For each relevant paper:

yaml
- title: "Exact Paper Title"
  authors: "First Author et al."
  venue: "IEEE TIM"
  year: 2024
  method_name: "ShortMethodName"
  key_contribution: "One sentence"
  datasets:
    - name: "CWRU"
      metrics: { accuracy: 0.985, f1: 0.972 }
  limitations: "What it doesn't handle"
  code_url: "github.com/... or null"
  doi: "10.1109/..."
  bibtex_key: "Author2024Keyword"

SOTA Summary Table Format

markdown
| Rank | Method | Venue | Year | Acc (%) | F1 (%) | Notes |
|------|--------|-------|------|---------|--------|-------|
| 1    | ...    | ...   | ...  | ...     | ...    | Current SOTA |
| 2    | ...    | ...   | ...  | ...     | ...    | |

Citation Verification Rules

Every reference MUST be verified:

  1. Search for the exact title to confirm it exists
  2. Confirm authors and venue match
  3. Confirm year matches
  4. Extract DOI if available

NEVER fabricate citations. If unsure, mark as [UNVERIFIED] and flag.