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@@ -273,7 +273,6 @@ Deviation from this prompt format may significantly reduce accuracy.
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  - **CPU Inference**: Optimized for CPU; no GPU-specific optimizations
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  - **English Only**: Trained on English-language logs
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  - **Context Length**: Limited to 2048 tokens per log entry
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- - **Class Balance**: Fewer error examples (2.8%) may affect error detection sensitivity
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  - **No Multi-log Context**: Classifies individual log entries; does not correlate across multiple logs
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  ## Model Architecture
 
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  - **CPU Inference**: Optimized for CPU; no GPU-specific optimizations
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  - **English Only**: Trained on English-language logs
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  - **Context Length**: Limited to 2048 tokens per log entry
 
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  - **No Multi-log Context**: Classifies individual log entries; does not correlate across multiple logs
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  ## Model Architecture