Shypd.aiThe largest open index of AI toolsGraphGPT is an academic research tool that aligns large language models with graph structural knowledge using a graph instruction tuning paradigm. It provides code, data, and model weights for research in graph learning tasks.
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GraphGPT is a research framework presented in a SIGIR'24 full paper, focusing on Graph Instruction Tuning for Large Language Models. It enhances LLMs' understanding of graph structural information by aligning graph encoding with natural language space through a text-graph grounding paradigm. The framework employs a dual-stage graph instruction tuning process to adapt language models for graph learning tasks and incorporates Chain-of-Thought (CoT) Distillation to improve reasoning and accuracy, especially with diverse graph data. The repository offers code, data, and model weights, including efficient training scripts for two Nvidia 3090 GPUs, making it a valuable resource for researchers in the field.
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