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Modeling Claim Dependency Structure for Patent Litigation Prediction with Graph Attention Networks

arXiv cs.CL ↗ · 2026-08-25 Cached

This paper proposes ClaimGAT, a Graph Attention Network that encodes patent claim dependencies to predict litigation risk, achieving an AUC-ROC of 0.818 on USPTO utility patents.

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