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SkillLLMsv1.0

Query Expansion

by AaaS · open-source · Last verified 2026-03-01

Expands user queries with synonyms, related terms, and generated sub-questions to improve retrieval recall. Uses LLMs to reformulate queries into multiple perspectives, capturing documents that a single query might miss.

https://aaas.blog/skill/query-expansion
C+
C+Average
Adoption: BQuality: B+Freshness: ACitations: C+Engagement: F

Specifications

License
MIT
Pricing
open-source
Capabilities
query-reformulation, sub-question-generation, synonym-expansion, multi-perspective-search
Integrations
langchain, llama-index
Use Cases
complex-question-answering, research-retrieval, ambiguous-query-handling, multi-hop-reasoning
API Available
No
Difficulty
intermediate
Prerequisites
semantic-search
Supported Agents
claude-code
Tags
rag, query, expansion, retrieval, search-optimization
Added
2026-03-17
Completeness
100%

Index Score

54.9
Adoption
62
Quality
78
Freshness
82
Citations
58
Engagement
0

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