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update model card README.md

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@@ -18,8 +18,8 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [roberta-base](https://huggingface.co/roberta-base) on the glue dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.5576
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- - Matthews Correlation: 0.6094
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  ## Model description
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  - eval_batch_size: 1
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  - seed: 42
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  - distributed_type: IPU
 
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  - total_train_batch_size: 64
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  - total_eval_batch_size: 20
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  ### Training results
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  ### Framework versions
 
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  This model is a fine-tuned version of [roberta-base](https://huggingface.co/roberta-base) on the glue dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.4434
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+ - Matthews Correlation: 0.5974
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  ## Model description
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  - eval_batch_size: 1
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  - seed: 42
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  - distributed_type: IPU
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+ - gradient_accumulation_steps: 16
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  - total_train_batch_size: 64
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  - total_eval_batch_size: 20
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
 
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  ### Training results
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+ | Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------------------:|
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+ | 0.4624 | 1.0 | 133 | 0.4446 | 0.5198 |
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+ | 0.2621 | 2.0 | 266 | 0.4395 | 0.5670 |
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+ | 0.2044 | 3.0 | 399 | 0.4434 | 0.5974 |
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+ | 0.1493 | 4.0 | 532 | 0.4919 | 0.5886 |
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+ | 0.1317 | 5.0 | 665 | 0.5820 | 0.5843 |
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  ### Framework versions