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README.md

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+## Third-party Baselines Used in the Demo
+
+The accompanying CapCLIP Hugging Face Space includes the following third-party baseline models for comparison:
+
+| Model | Source / Authors | Use in Demo |
+|---|---|---|
+| MedCLIP | Wang et al., EMNLP 2022 | Medical vision-language baseline |
+| BioMedCLIP | Microsoft Research | Biomedical vision-language baseline |
+| MedImageInsight | Codella et al. / public Hugging Face implementation | General medical imaging embedding baseline |
+| OpenAI CLIP | OpenAI | General-domain CLIP baseline |
+
+These models are not proposed as part of CapCLIP. They are included to allow transparent comparison with general-domain, biomedical, and medical imaging foundation models. We acknowledge and thank the original authors and organisations for releasing their code and/or model weights.
+
+Users should consult the original model cards, repositories, licences, and intended-use statements before reusing any third-party baseline model outside this research demo.