Google proposes making use of AI to patent utility technology and categorization

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Google asserts that the patent trade stands to learn from AI and machine studying fashions like BERT, a pure language processing algorithm that attained state-of-the-art outcomes when it was launched in 2018. In a whitepaper revealed as we speak, the tech big outlines a strategy to coach a BERT mannequin on over 100 million patent publications from the U.S. and different nations utilizing open-source tooling, which may then be used to find out the novelty of patents and generate classifications to help with categorization.

The worldwide patent corpus is giant, with thousands and thousands of latest patents issued yearly. It’s complicated as effectively. Patent purposes common round 10,000 phrases and are meticulously wordsmithed by inventors, attorneys, and patent examiners. Patent filings are additionally written with language that may be unintelligible to put readers and extremely context-dependent; many phrases are used to imply fully various things in several patents.

For all these causes, Google believes that the patents area is ripe for the applying of algorithms like BERT. Patents, the corporate notes, characterize great enterprise worth to plenty of organizations, with firms spending tens of billions of {dollars} a yr growing patentable expertise and transacting the rights to make use of the ensuing expertise and patent places of work.

“We hope that our [proposal] will assist the broader patent group in its utility of machine studying, together with company patent departments trying to enhance their inside fashions and tooling with extra superior machine studying strategies, patent places of work thinking about leveraging state-of-the-art machine studying approaches to help with patent examination and prior artwork looking out, machine studying and pure language processing researchers and teachers who may not have thought of utilizing the patents corpus to check and develop novel pure language processing algorithms,” Google information scientists Rob Srebrovic and Jay Yonamine wrote in a weblog submit. “Patent researchers and teachers who may not have thought of making use of the BERT algorithm or different transformer based mostly approaches to their research of patents and innovation.”

As VentureBeat just lately reported, companies aren’t the one ones that stand to learn from AI with regard to patent processing. The U.S. Patent and Trademark Workplace (USPTO) constructed AI fashions for various classes of patents after which skilled the fashions on textual content from patent abstracts. Individually, the USPTO’s employees is utilizing AI to extra effectively course of patent purposes. In response to a spokesperson, the company is now utilizing a “main RPA supplier” to centralize its bot efforts and guarantee a correct course of and governance mannequin that features use instances, improvement, testing, and safety earlier than bots are deployed.

“We’re engaged on including AI instruments to assist route purposes to examiners extra rapidly and to assist examiners seek for prior artwork,” Andrei Iancu, U.S. Underneath Secretary of Commerce for mental property, mentioned in an emailed response to VentureBeat in October. “We’ve additionally been energetic on the Logos aspect, exploring using AI to assist discover prior comparable photographs and to establish what we name fraudulent specimens. We’re exploring utilizing AI to enhance the accuracy and integrity of the trademark register.”

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