Beyond Scaling: Predicting Patent Approval with Domain-specific Fine-grained Claim Dependency Graph

1 code implementation • 22 Apr 2024 • Xiaochen Kev Gao, Feng Yao, Kewen Zhao, Beilei He, Animesh Kumar, Vish Krishnan, Jingbo Shang

In this paper, we delve into the patent approval pre-diction task and unveil that simple domain-specific graph methods outperform enlarging the model, using the intrinsic dependencies within the patent data.