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@@ -28,6 +28,6 @@ We are thrilled to introduce a specialized collection of **68 large language mod
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  - **RoBERTa Architecture:** The suite includes both a **base model** with **125 million parameters** and a **smaller variant** with **51 million parameters**—totalling 34 pre-trained models. 🎯
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  - **Two distinct pre-training durations:** We also introduce a series of models to explore the impact of futher pre-training. These models are pre-trained for an additional 5 epochs, extending the total pre-training epochs to 10.
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- Stay tuned for more updates and new features coming to FinText. We anticipate releasing stages 2 and 3 over the next year. 🎉
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  </div>
 
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  - **RoBERTa Architecture:** The suite includes both a **base model** with **125 million parameters** and a **smaller variant** with **51 million parameters**—totalling 34 pre-trained models. 🎯
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  - **Two distinct pre-training durations:** We also introduce a series of models to explore the impact of futher pre-training. These models are pre-trained for an additional 5 epochs, extending the total pre-training epochs to 10.
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+ Stay tuned for upcoming updates and new features for FinText. We expect to launch stages 2 and 3 within the next 9 months. 🎉
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  </div>