arXiv Open Access 2022

Patent Search Using Triplet Networks Based Fine-Tuned SciBERT

Utku Umur Acikalin Mucahid Kutlu

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Abstrak

In this paper, we propose a novel method for the prior-art search task. We fine-tune SciBERT transformer model using Triplet Network approach, allowing us to represent each patent with a fixed-size vector. This also enables us to conduct efficient vector similarity computations to rank patents in query time. In our experiments, we show that our proposed method outperforms baseline methods.

Topik & Kata Kunci

cs.IR

Penulis (2)

Utku Umur Acikalin

Mucahid Kutlu

Format Sitasi

APA MLA BibTeX

Acikalin, U.U., Kutlu, M. (2022). Patent Search Using Triplet Networks Based Fine-Tuned SciBERT. https://arxiv.org/abs/2207.11497

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Informasi Jurnal

Tahun Terbit: 2022
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓