StructGPT
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Paper summary
A general framework for LLM reasoning over structured data.
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01
Structured data interface: Provides specialized interfaces for tables, knowledge graphs, and databases that LLMs can query.
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Iterative reasoning: LLM iteratively invokes interfaces to narrow down relevant information rather than ingesting the full structure.
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Zero-shot improvements: Improves zero-shot reasoning over structured data without task-specific training.
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Structured QA foundation: Part of the early work establishing LLM-over-structured-data as a distinct research area leading to 2024 enterprise SQL agents.