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README.md

@@ -77,10 +77,10 @@ The model is trained across a curated combination of four Hugging Face datasets
 
 ## Evaluation metrics
 
-- **Final validation loss**: 0.1940
-- **Final validation perplexity**: 1.21
-- **Held-out ROUGE-L**: 0.9792
-- **Held-out BLEU**: 0.9405
+- **Final validation loss**: 0.1795
+- **Final validation perplexity**: 1.20
+- **Held-out ROUGE-L**: 0.9673
+- **Held-out BLEU**: 0.9150
 
 ## How to use
 
@@ -143,7 +143,7 @@ If you use this model or code in your research or educational work, please cite:
   year = {2026},
   publisher = {Hugging Face},
   howpublished = {https://huggingface.co/kambale/pearl-chat},
-  note = {PyCon Africa 2026 Workshop}
+  note = {PyCon Africa 2026}
 }
 ```
 

model_state/_CHECKPOINT_METADATA

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