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@@ -24,7 +24,7 @@ should probably proofread and complete it, then remove this comment. -->
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  # punct_restore_fr
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- This model is a fine-tuned version of [camembert-base](https://huggingface.co/camembert-base) on a raw opensubtitles dataset.
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  It achieves the following results on the evaluation set:
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  - Loss: 0.0301
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  - Precision: 0.9601
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  ## Model description
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- Classifies tokens based on beginning of sentence (B-SENT) and not (O).
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  ## Intended uses & limitations
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- This model aims to help punctuation restoration on French YouTube auto-generated subtitles.
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-
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  ## Training and evaluation data
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  1 million Open Subtitles (French) sentences. 80%/10%/10% training/validation/test split.
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  # punct_restore_fr
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+ This model is a fine-tuned version of [camembert-base](https://huggingface.co/camembert-base) on a raw, French opensubtitles dataset.
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  It achieves the following results on the evaluation set:
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  - Loss: 0.0301
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  - Precision: 0.9601
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  ## Model description
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+ Classifies tokens based on beginning of French sentences (B-SENT) and everything else (O).
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  ## Intended uses & limitations
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+ This model aims to help punctuation restoration on French YouTube auto-generated subtitles. In doing so, one can measure more in a corpus such as words per sentence, grammar structures per sentence, etc.
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+
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  ## Training and evaluation data
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  1 million Open Subtitles (French) sentences. 80%/10%/10% training/validation/test split.