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January 1, 2026International Journal of Web and Grid Services

PCA-PAG: A Dual-Channel Patent Abstract Generation Method Based on Cross-Modal Prefixes and Cross-Attention

Wei Zhu Na Deng Xu Chen YaoYi Jiao

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Key Points

The study aims to develop a dual-channel method for generating patent abstracts by utilizing cross-modal prefixes and cross-attention mechanisms.
Developed PCA-PAG, a dual-channel method for abstract generation.
Implemented cross-modal prefixes to enhance understanding between data types.
Used cross-attention for improved coherence in generated abstracts.
Significantly improved clarity and relevance of generated abstracts.
Increased efficiency in document processing compared to traditional methods.
Positive feedback from end-users regarding usability and comprehension.

Implication

Reveals efficient patent abstract generation using dual-channel methods, suggesting improved clarity.

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Cite This Study

Zhu et al. (2026) studied this question.

synapsesocial.com/papers/6a2e472bb1cc60ccdea8baf8 https://doi.org/10.1504/ijwgs.2026.10079133

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