Trademark similarity search: 91% recall, clear or review?

Treat a vendor's 91% recall claim as audit input, not clearance; validate on 50 known-conflict marks and run a phonetic encoding check first. Independent technical note mirroring the canonical version: https://aitrademarkreview.com/blog/trademark-similarity-search-91-recall-clear-or-review.php

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-27
DOI
https://doi.org/10.5281/zenodo.23695769
Primary Topic
Intellectual Property Law
Type
preprint
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preprint

Trademark similarity search: 91% recall, clear or review?

Ryan Walker
Zenodo (CERN European Organization for Nuclear Research)
Intellectual Property Law
preprint

Trademark similarity search: 91% recall, clear or review?

Ryan Walker
preprint en

Abstract

Treat a vendor's 91% recall claim as audit input, not clearance; validate on 50 known-conflict marks and run a phonetic encoding check first. Independent technical note mirroring the canonical version: https://aitrademarkreview.com/blog/trademark-similarity-search-91-recall-clear-or-review.php

Zenodo (CERN European Organization for Nuclear Research)
Intellectual Property Law
DOIOpen Access PDFOpenAlex
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Trademark similarity search: 91% recall, clear or review? — Ryan Walker · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS