Source Specific Search Parameter Mapping And Query Optimization

via “source-specific search parameter mapping and query optimization”

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, and IACR. Fetch PDFs and extract full text to accelerate literature reviews. Get consistent metadata for easier filtering, citation, and analysis.

Unique: Implements source-aware query translation that understands each repository's native search syntax (arXiv field prefixes like 'cat:cs.AI', PubMed's MeSH hierarchy, Google Scholar's operators) and optimizes queries for each source's ranking algorithm

vs others: More sophisticated than simple string concatenation because it translates structured search parameters into source-specific syntax; enables consistent search behavior vs exposing raw source APIs that require users to learn each source's query language

via “source-specific search filtering”