NewBeeNLP
NewBeeNLP
Mar 13, 2024 · Artificial Intelligence

Can LLMs Clean Noisy Graphs? Introducing GraphEdit for Robust Structure Learning

GraphEdit leverages large language models and a lightweight edge predictor to remove noisy connections and uncover hidden node dependencies, achieving state‑of‑the‑art performance on benchmark graph datasets such as Cora, Citeseer, and PubMed, while demonstrating strong robustness to noise and limited supervision.

Edge PredictionGraph Structure LearningNoise Robustness
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Can LLMs Clean Noisy Graphs? Introducing GraphEdit for Robust Structure Learning