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Beilei He

2 accepted papers

2024

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

ACL 2024long

Model scaling is becoming the default choice for many language tasks due to the success of large language models (LLMs). However, it can fall short in specific scenarios where simple customized methods excel. In this paper, we delve into the patent approval prediction task and unveil that simple dom…

2022

Towards Comprehensive Patent Approval Predictions:Beyond Traditional Document Classification

ACL 2022long

Predicting the approval chance of a patent application is a challenging problem involving multiple facets. The most crucial facet is arguably the novelty — 35 U.S. Code § 102 rejects more recent applications that have very similar prior arts. Such novelty evaluations differ the patent approval predi…

Cited by 12SourcePDFScholar