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LECT: LLM OOD Detection in Text Graphs

LECT: LLM OOD Detection in Text Graphs
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๐Ÿ’กSOTA OOD detection for text graphs via LLMsโ€”key for robust GNNs

โšก 30-Second TL;DR

What Changed

LLMs generate dependency-aware pseudo-OOD samples

Why It Matters

Enhances robustness of graph ML models for real-world networks facing OOD data. Enables reliable deployment in dynamic environments like social or transaction graphs.

What To Do Next

Reproduce LECT experiments on arXiv:2603.20293 using your text-graph datasets.

Who should care:Researchers & Academics
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