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@@ -27,9 +27,9 @@ We are thrilled to introduce a specialised suite of **68 large language models (
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  - **Accessibility:** The models are pre-trained using **BF16**, but are released in **FP32** format to ensure they are accessible to a broader community, including those without high-end GPUs.
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  - **Sustainability:** The entire electricity used was fully traceable and sourced exclusively from renewable energy.
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- For further details on this and citation, please refer to the paper, which is accessible from [here](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4963618).
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  <div style="font-style: italic; font-size: 0.9em; padding: 10px; border-left: 4px solid #003366;">
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- Rahimikia, Eghbal and Drinkall, Felix, *Re(Visiting) Large Language Models in Finance* (September 21, 2024). Available at SSRN: <a href="https://ssrn.com/abstract=4963618">https://ssrn.com/abstract=4963618</a> or <a href="http://dx.doi.org/10.2139/ssrn.4963618">http://dx.doi.org/10.2139/ssrn.4963618</a>
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  </div>
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  Stay tuned for upcoming updates and new features for FinText. We expect to launch stages 2 and 3 within next months. 🎉
 
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  - **Accessibility:** The models are pre-trained using **BF16**, but are released in **FP32** format to ensure they are accessible to a broader community, including those without high-end GPUs.
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  - **Sustainability:** The entire electricity used was fully traceable and sourced exclusively from renewable energy.
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+ **For further details on this and citation, please refer to the paper, which is accessible from [here](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4963618).**
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  <div style="font-style: italic; font-size: 0.9em; padding: 10px; border-left: 4px solid #003366;">
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+ **Rahimikia, Eghbal and Drinkall, Felix, *Re(Visiting) Large Language Models in Finance* (September 21, 2024). Available at SSRN: <a href="https://ssrn.com/abstract=4963618">https://ssrn.com/abstract=4963618</a> or <a href="http://dx.doi.org/10.2139/ssrn.4963618">http://dx.doi.org/10.2139/ssrn.4963618</a>**
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  </div>
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  Stay tuned for upcoming updates and new features for FinText. We expect to launch stages 2 and 3 within next months. 🎉