Refresh org card numbers and credits (2026-10-09)

Model count 2,200+ (2,277 public models on the Hub on 2026-10-09; 2,254 token-classification). Languages: 35 model-backed PII languages, 42 supported codes (language_pack_catalog). Benchmark wording matches the paper: state of the art on 10 of 12. Licence wording separates the Apache-2.0 SDK from per-model licences. Runtimes list Python, iOS/macOS (MLX), Android (ONNX) and the browser. Credits: created by Maziyar Panahi; 85 contributors.

README.md

@@ -16,41 +16,41 @@ short_description: OpenMed
 
 **Health × AI**
 
-**State-of-the-art clinical NER & PII models — open, private, and on-device.**
+**Open clinical NER & PII de-identification models — private, local-first, on-device.**
 
 <p>
-  <a href="https://huggingface.co/OpenMed"><img alt="Models" src="https://img.shields.io/badge/%F0%9F%A4%97%20Models-2%2C000+-F5E27A?style=for-the-badge&labelColor=0E1116"></a>
+  <a href="https://huggingface.co/OpenMed"><img alt="Models" src="https://img.shields.io/badge/%F0%9F%A4%97%20Models-2%2C200+-F5E27A?style=for-the-badge&labelColor=0E1116"></a>
   <a href="https://pypi.org/project/openmed/"><img alt="PyPI" src="https://img.shields.io/pypi/v/openmed?style=for-the-badge&label=pip%20install%20openmed&logo=pypi&logoColor=white&color=0D6E6E"></a>
   <a href="https://arxiv.org/abs/2508.01630"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2508.01630-C5453A?style=for-the-badge&logo=arxiv&logoColor=white"></a>
   <a href="https://github.com/maziyarpanahi/openmed"><img alt="License" src="https://img.shields.io/badge/License-Apache_2.0-0A5656?style=for-the-badge"></a>
   <a href="https://openmed.life/docs"><img alt="Docs" src="https://img.shields.io/badge/Docs-openmed.life-128787?style=for-the-badge&logo=readthedocs&logoColor=white"></a>
 </p>
 
-<sub>Runs on iPhone, iPad, Mac, the browser, and your own servers — no data leaves the device.</sub>
+<sub>Runs locally — in Python, on iOS and Android, in the browser, and on your own servers.</sub>
 
 </div>
 
 ---
 
-**OpenMed** ships a large, growing family of open medical-AI models: clinical named-entity recognition (diseases, chemicals, genes, anatomy, pharmacology, oncology) and privacy-preserving PII de-identification across 16 languages. Everything is Apache-2.0, benchmark-driven, and small enough to run locally.
+**OpenMed** ships a large, growing family of open medical-AI models: clinical named-entity recognition (diseases, chemicals, genes, anatomy, pharmacology, oncology) and privacy-preserving PII de-identification in 35 model-backed languages (42 supported language codes). The SDK and 2,200+ of the models are Apache-2.0, benchmark-driven, and small enough to run locally.
 
 ### Start here
 
-- **Browse the models** &rarr; the tabs above (1,500+ NER &amp; PII models)
+- **Browse the models** &rarr; the tabs above (2,200+ NER &amp; PII models)
 - **Flagship clinical NER** &rarr; [`OpenMed-NER-PharmaDetect-SuperClinical-434M`](https://huggingface.co/OpenMed/OpenMed-NER-PharmaDetect-SuperClinical-434M)
 - **Python** &rarr; `pip install openmed`
-- **On-device (Apple Silicon / iOS)** &rarr; Swift **OpenMedKit** + **MLX** backend
+- **On-device** &rarr; Swift **OpenMedKit** + **MLX** on Apple devices, ONNX on Android, Transformers.js in the browser
 - **Docs &amp; guides** &rarr; [openmed.life/docs](https://openmed.life/docs)
 
 ### Why OpenMed
 
 | | |
 |---|---|
-| **Private by design** | Models run on-device — patient data never leaves the machine. |
-| **State of the art** | Benchmark-leading clinical NER across 12+ medical domains. |
-| **Truly open** | Apache-2.0 weights, code, and recipes. Free for research and production. |
-| **Runs anywhere** | iPhone, iPad, Mac, browser (Transformers.js), and server. |
+| **Private by design** | Models run locally, so clinical text can stay on hardware you control. |
+| **State of the art** | Clinical NER that set state of the art on 10 of 12 public biomedical NER benchmarks ([arXiv 2508.01630](https://arxiv.org/abs/2508.01630)). |
+| **Truly open** | Apache-2.0 SDK, and Apache-2.0 weights and recipes for 2,200+ models. Free for research and production. |
+| **Runs anywhere** | Python, iOS and macOS (MLX), Android (ONNX), the browser (Transformers.js), and servers. |
 
 <div align="center">
-<sub>Guarded by our Persian-cat Avicenna — a local-first keeper of your data. &nbsp;·&nbsp; <a href="https://github.com/maziyarpanahi/openmed">GitHub</a> · <a href="https://openmed.life">openmed.life</a></sub>
+<sub>Created by Maziyar Panahi and built in the open by 85 contributors. &nbsp;·&nbsp; Guarded by our Persian-cat Avicenna — a local-first keeper of your data. &nbsp;·&nbsp; <a href="https://github.com/maziyarpanahi/openmed">GitHub</a> · <a href="https://openmed.life">openmed.life</a></sub>
 </div>