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LLM data augmentation

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NewBeeNLP
NewBeeNLP
Mar 26, 2024 · Artificial Intelligence

How OpenGraph Enables Zero‑Shot Graph Learning Across Datasets

OpenGraph introduces a zero‑shot graph learning framework that unifies graph tokenization, a scalable transformer with efficient sampling, and LLM‑driven data augmentation, achieving superior cross‑dataset generalization on node classification and link prediction tasks, as demonstrated by extensive experiments.

Graph Neural NetworksLLM data augmentationZero-shot Learning
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How OpenGraph Enables Zero‑Shot Graph Learning Across Datasets