Patent Search Using Triplet Networks Based Fine-tuned Scibert
Utku Umur Acikalin, Mucahid Kutlu . Arxiv 2022 – 0 citations
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.