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Heterogeneous Patent Graph Prompt Learning | Synapse
March 3, 2026
Heterogeneous Patent Graph Prompt Learning
XZ
Xi Zeng
PL
Pei-Yuan Lai
CW
Chang-Dong Wang
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Key Points
Prompt learning utilizes heterogeneous graphs to improve machine learning tasks, enhancing performance significantly.
In detailed assessments, an increase of up to 30% in accuracy was noted when using this approach compared to traditional methods.
The approach includes analyzing multiple data representation techniques in machine learning contexts for effective knowledge graph use.
This analysis highlights potential advancements in understanding and designing better algorithms for varied datasets.
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Cite This Study
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Zeng et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75b4fc6e9836116a226c8
https://doi.org/https://doi.org/10.1016/j.engappai.2026.113959