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@@ -111,12 +111,11 @@ The `gemma2_inference_hf.py` module is provided for downloaded with the model fi
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  ### Evaluation
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- Model evaluation metrics and results on test dataset containing 3k samples. Note: The test dataset is purposely withheld due to the
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- nature and sensitivity of the messages.
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  ### Benchmark Results
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- The finetuned Gemma-2 model was evaluated against the ese models were evaluated against GPT-3.5-Turbo, GPT-4o-mini, and GPT-4o models:
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  | Metric | gemma-2-2b-it-ud | GPT-3.5-Turbo-1106 | GPT-4o-mini-2024-07-18 | GPT-4o-2024-08-06 |
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  | ------ | ---------------- | ------------------ | ---------------------- | ----------------- |
 
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  ### Evaluation
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+ Model evaluation metrics and results on a private test dataset containing 3k samples.
 
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  ### Benchmark Results
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+ The finetuned Gemma-2 model was evaluated against GPT-3.5-Turbo, GPT-4o-mini, and GPT-4o:
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  | Metric | gemma-2-2b-it-ud | GPT-3.5-Turbo-1106 | GPT-4o-mini-2024-07-18 | GPT-4o-2024-08-06 |
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  | ------ | ---------------- | ------------------ | ---------------------- | ----------------- |