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@@ -26,7 +26,6 @@ The Karibu project is a collaboration between pleIAs, Bibliothèque sans fronti
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  Karibu is a DeBERTa-based classifier that automatically assigns CEFR language proficiency levels (A1-C2) to French educational content.
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  ## Architecture: DeBERTa with multi-head classification
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- - Base Model: PleIAs/celadon
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  - Model Size: Fine-tuned from DeBERTa-v3-small
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  - Output : 6 classification levels (A1, A2, B1, B2, C1, C2)
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@@ -38,7 +37,7 @@ Karibu is a DeBERTa-based classifier that automatically assigns CEFR language pr
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  - Training Data: 9,000 synthetic samples
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  - Source: French press articles + Wikimedia content
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- - Processing: Sequential text simplification using an open source model (to come)
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  - Validation: 1,000 samples per level manually verified by BSF experts
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  ## Topics Coverage:
 
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  Karibu is a DeBERTa-based classifier that automatically assigns CEFR language proficiency levels (A1-C2) to French educational content.
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  ## Architecture: DeBERTa with multi-head classification
 
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  - Model Size: Fine-tuned from DeBERTa-v3-small
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  - Output : 6 classification levels (A1, A2, B1, B2, C1, C2)
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  - Training Data: 9,000 synthetic samples
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  - Source: French press articles + Wikimedia content
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+ - Processing: Sequential text simplification using an open source model (to be published)
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  - Validation: 1,000 samples per level manually verified by BSF experts
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  ## Topics Coverage: