Comparing Complex Concepts with Transformers: Matching Patent Claims Against Natural Language Text

A key capability in managing patent applications or a patent portfolio is comparing claims to other text, e.g. a patent specification. Because the language of claims is different from language used elsewhere in the patent application or in non-patent text, this has been challenging for computer base...

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Hauptverfasser: Blume, Matthias, Heidari, Ghobad, Hewel, Christoph
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Sprache:eng
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Zusammenfassung:A key capability in managing patent applications or a patent portfolio is comparing claims to other text, e.g. a patent specification. Because the language of claims is different from language used elsewhere in the patent application or in non-patent text, this has been challenging for computer based natural language processing. We test two new LLM-based approaches and find that both provide substantially better performance than previously published values. The ability to match dense information from one domain against much more distributed information expressed in a different vocabulary may also be useful beyond the intellectual property space.
DOI:10.48550/arxiv.2407.10351