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Reasoning

StructGPT

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First page
StructGPT
The curator’s take

A general framework for LLM reasoning over structured data.

Key points
01

Structured data interface: Provides specialized interfaces for tables, knowledge graphs, and databases that LLMs can query.

02

Iterative reasoning: LLM iteratively invokes interfaces to narrow down relevant information rather than ingesting the full structure.

03

Zero-shot improvements: Improves zero-shot reasoning over structured data without task-specific training.

04

Structured QA foundation: Part of the early work establishing LLM-over-structured-data as a distinct research area leading to 2024 enterprise SQL agents.

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