PeterGriffinJin/Graph-CoT

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs (ACL 2024)

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Implements an iterative reasoning framework where LLMs traverse text-attributed graphs through three-step cycles: reasoning about needed information, generating graph interactions (node lookups, neighbor traversals), and executing queries to retrieve context. Includes GRBench, a comprehensive evaluation dataset spanning five domains (academic, e-commerce, literature, healthcare, legal) with single-hop, multi-hop, and inductive reasoning tasks, plus baseline implementations for both open-source and GPT-based models with rule-based and model-based evaluation metrics.

300 stars. No commits in the last 6 months.

Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 15 / 25

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300

Forks

31

Language

Jupyter Notebook

License

Apache-2.0

Last pushed

Dec 24, 2024

Commits (30d)

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