From 788ad2d0f04506db2d7242ae3790147700a043b9 Mon Sep 17 00:00:00 2001 From: Omri Mendels Date: Tue, 4 Aug 2026 14:29:02 +0300 Subject: [PATCH 1/2] Publish full "Evaluating PII Detection Models" blog post Replace the Medium blurb with the complete article: all sections, code blocks (canonical hierarchy, clinical record, call-center transcript), the two data tables reproduced as native markdown, and the three graphics (hero, IoU equation, pipeline) committed under src/assets/blog/ and served through Astro image optimization. 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zGyTH|%Yt`shOq;>p0hf=t_xEK@FcBEK+JmYgQV1bjQrl&oRw<;3tuxZiOrBqTl{(I z*&DvRG{v3Pk&t|_H?dN?oH(h2((#so@B6=Iz!$$lWT~!#X)1pQ+PYXltqxx z9zS0vDh!rWY85uIeM|j%gtw16k^`EbfCjDSWK?DrUnkJ*>kxx(0UQD@+a9OvR2PcE z&kcUzIg4K5F)VI7h#&0K=jVa9q3NOBe;v#m4=}Yhn^o?}^8WA~MACs^pMxj&5Xws{ z{1u1Ub!DAZNmguSLvnZ@_6`gH<}d-2OdlpnB})T|dWnJ_9xVg&8w)~*rce~=8v<4g zb~f&0h8Xvuxsj@owfQX&6!L43+!K%z*1%5UPjlP9IF=qiJSQBm>kA&*J7IoZa zi~e}dS>DL@@~PL!CPY9K3bheptvmM8Exe&RCNXH?&Rr!_um{0S{gnIFQrngCpGMP! z!p3PWedk;;%wWk~Fzg_=<4!NlO1Kq={(RtLEY{2wbDm+Y`NymuMqaje_iQ6$f#&;0 z@qzPAKyd$*i8SR~{Z^SnWSu{s-Dxe+S*o7_q^>fEr5w3U|D#T5WWJ Date: Tue, 4 Aug 2026 14:46:36 +0300 Subject: [PATCH 2/2] Change repository links from microsoft to data-privacy-stack Updated links to the presidio-research repository to reflect the new organization. --- src/content/docs/blog/evaluating-pii-detection-models.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/content/docs/blog/evaluating-pii-detection-models.md b/src/content/docs/blog/evaluating-pii-detection-models.md index e23d3a2..f660b26 100644 --- a/src/content/docs/blog/evaluating-pii-detection-models.md +++ b/src/content/docs/blog/evaluating-pii-detection-models.md @@ -43,7 +43,7 @@ Three further problems compound to make the answer harder than it looks: - **Token-level scoring has structural biases.** While being the simplest approach for evaluation, in token-level scoring, the format of a PII value can weight some misses more heavily than others, independent of whether the model actually detected the entity. - **Evaluation datasets are rarely representative.** Real PII datasets are almost never available due to privacy constraints, so practitioners fall back on open-source benchmarks (which models are often trained on) or LLM-generated synthetic data (which is unnaturally clean), both of which make models look better than they perform in production. -This post walks through each problem in detail, using concrete examples, and describes the evaluation framework in [presidio-research](https://github.com/microsoft/presidio-research) that addresses them. +This post walks through each problem in detail, using concrete examples, and describes the evaluation framework in [presidio-research](https://github.com/data-privacy-stack/presidio-research) that addresses them. ## The Label Vocabulary Problem @@ -239,7 +239,7 @@ Does the model find PII, with the right type, within a reasonable boundary toler --- -The evaluation framework described here is part of [microsoft/presidio-research](https://github.com/microsoft/presidio-research). +The evaluation framework described here is part of [data-privacy-stack/presidio-research](https://github.com/data-privacy-stack/presidio-research). This work was done jointly with the amazing Presidio team: Sharon Hart, Coby Peled, Nava Vaisman Levy, Noa Gruber Uziely, Ron Shakutai, and many other contributors.