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@@ -23,7 +23,8 @@ The model was trained for 200k steps on an Nvidia A30 GPU.
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  It is very good at reasoning tasks (better than llama 3.1 8B Instruct on ANLI and FOLIO), long context reasoning, sentiment analysis and zero-shot classification with new labels.
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- The following table shows model test accuracy. It is the accuracy of the same single model with different classification heads, further gains can be obtained by fine-tuning on a single-task, e.g. SST, but it this checkpoint is very hard to beat for zero-shot classification, NLI generalization).
 
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  | test_name | test_accuracy |
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  |:--------------------------------------|----------------:|
 
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  It is very good at reasoning tasks (better than llama 3.1 8B Instruct on ANLI and FOLIO), long context reasoning, sentiment analysis and zero-shot classification with new labels.
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+ The following table shows model test accuracy. It is the accuracy of the same single transformer with different classification heads on top.
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+ Further gains can be obtained by fine-tuning on a single-task, e.g. SST, but it this checkpoint is great for zero-shot classification and natural language inference (contradiction/entailment/neutral classification).
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  | test_name | test_accuracy |
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  |:--------------------------------------|----------------:|