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@@ -24,7 +24,7 @@ We are pleased to introduce **FinText-TSFM**, a comprehensive suite of **time se
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  - **Bias-Free Design:**
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  Pre-training strictly follows a **chronological expanding-window setup**, avoiding any **look-ahead bias** or **information leakage**.<br>
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- Models are pre-trained individually for each year from 2000 to 2023, resulting in a total of 23 separate models.
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  - **Model Families:**
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  This release includes variants of **Chronos** and **TimesFM** architectures adapted for financial time series:
 
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  - **Bias-Free Design:**
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  Pre-training strictly follows a **chronological expanding-window setup**, avoiding any **look-ahead bias** or **information leakage**.<br>
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+ Each variation includes 23 separately pre-trained models, one for each year from 2000 to 2023.
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  - **Model Families:**
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  This release includes variants of **Chronos** and **TimesFM** architectures adapted for financial time series: