Systematic Literature Search
Search Query Strategy
For a given research topic, formulate queries in 4 categories:
- •Direct:
"{topic}" "{method}" {year range} - •Methodological:
"{technique}" "{application domain}" - •Benchmark:
"{dataset name}" benchmark state-of-the-art - •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:
- •Search for the exact title to confirm it exists
- •Confirm authors and venue match
- •Confirm year matches
- •Extract DOI if available
NEVER fabricate citations. If unsure, mark as [UNVERIFIED] and flag.