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LLM in IPAI Summarized
Saved May 30, 2026

GPT-4o as Prior Art Searcher: Benchmarking LLM Accuracy Against Human Examiners in USPTO Class 705

Stanford Technology Law Review·Published May 30·11 min

A controlled empirical study from Stanford compared GPT-4o's prior art search performance against USPTO examiners across 400 randomly sampled applications in Class 705 (Data Processing: Financial, Business Practice). LLMs identified relevan...

GPT-4oprior art searchUSPTOpatent examinationempirical study
Research Notes

Relevant to Chapter 3 of dissertation — compare with EPO examiner accuracy benchmarks.

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Research ReportsAI Summarized
Saved May 29, 2026

2026 Global IP Filings Report: AI-Assisted Invention Disclosures Surge 41% YoY at Top-50 Applicants

WIPO Economic Research Working Papers·Published May 29·14 min

WIPO's 2026 Global IP Filings Report documents a 41% year-over-year increase in patent applications where applicants disclosed AI tool involvement in the inventive process, concentrated among the top-50 filers by volume (Samsung, Huawei, LG...

WIPOfiling statisticsAI inventionPCTinventorship
Research Notes

Cite in literature review. Check WIPO portal for full dataset download.

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IP RightsAI Summarized
Saved May 28, 2026

Open Science vs. IP Protection: Data Exclusivity Provisions in the WHO Pandemic Treaty Negotiations

PLOS ONE – IP & Policy·Published May 29·8 min

Ongoing WHO Pandemic Treaty negotiations have surfaced deep tensions between high-income country IP frameworks—which prioritize pharmaceutical data exclusivity periods of 5–10 years—and low- and middle-income country demands for technology ...

WHOpandemic treatydata exclusivityTRIPScompulsory licensing
Research Notes

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Tech LicensingAI Summarized
Saved May 27, 2026

FRAND Licensing in the 5G/6G Transition: How SEP Holders Are Renegotiating Royalty Stacks

World Intellectual Property Review·Published May 29·9 min

As telecoms infrastructure transitions from 5G to nascent 6G architectures, standard-essential patent (SEP) holders—including Ericsson, Nokia, Qualcomm, and Huawei—are leveraging the transition window to renegotiate FRAND royalty structures...

FRANDSEP5G6Groyalty stacksEU regulation
Research Notes

Cross-reference with Bekkers 2024 SEP paper. Good for comparative licensing chapter.

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IP LitigationAI Summarized
Saved May 26, 2026

Federal Circuit Affirms Obviousness Ruling in Amgen v. Sanofi: Functional Claiming Limits for Antibody Patents

Journal of Intellectual Property Law & Practice·Published May 30·7 min

The Federal Circuit upheld a district court finding of obviousness in the Amgen v. Sanofi antibody patent dispute, reinforcing limits on broad functional claiming in the biopharmaceutical space. The court applied the Wands factors to assess...

antibody patentsenablementFederal Circuitfunctional claiming
Research Notes

Key case for functional claiming section. Eisenberg commentary is essential.

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