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  Based on microsoft/deberta-v3-large, this model was trained on the snli-v1.0, multi-nli-1.0, nli-fever and anli-1.0-r1/anli-1.0-r2/anli-1.0-r3 datasets, with the training weights of 1,1,1,10,20,10 respectively.
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  The training codes are mostly referenced from: https://github.com/facebookresearch/anli
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  #### Hyperparameters
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  learning_rate: 1e-5
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  max_length: 156
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  weight_decay: 0.0
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  num_epochs: 2
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  #### Dev results
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  snli-v1.0 | multi-nli-1.0-m | multi-nli-1.0-mm | anli-1.0-r1 | anli-1.0-r2 | anli-1.0-r3
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  ----------|-----------------|------------------|-------------|-------------|------------
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  0.938 | 0.914 | 0.912 | 0.796 | 0.627 | 0.610
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  #### Test results
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- Results of the test sets are shown together with some other official pre-trained model checkpoints.
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  Model | snli-v1.0 | anli-1.0-r1 | anli-1.0-r2 | anli-1.0-r3
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  ------|-----------|-------------|-------------|------------
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  ynie/roberta-large-snli_mnli_fever_anli_R1_R2_R3-nli | - | 0.736 | 0.493 | 0.455
 
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  Based on microsoft/deberta-v3-large, this model was trained on the snli-v1.0, multi-nli-1.0, nli-fever and anli-1.0-r1/anli-1.0-r2/anli-1.0-r3 datasets, with the training weights of 1,1,1,10,20,10 respectively.
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  The training codes are mostly referenced from: https://github.com/facebookresearch/anli
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  #### Hyperparameters
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  learning_rate: 1e-5
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  max_length: 156
 
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  weight_decay: 0.0
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  num_epochs: 2
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  #### Dev results
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  snli-v1.0 | multi-nli-1.0-m | multi-nli-1.0-mm | anli-1.0-r1 | anli-1.0-r2 | anli-1.0-r3
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  ----------|-----------------|------------------|-------------|-------------|------------
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  0.938 | 0.914 | 0.912 | 0.796 | 0.627 | 0.610
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  #### Test results
 
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  Model | snli-v1.0 | anli-1.0-r1 | anli-1.0-r2 | anli-1.0-r3
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  ------|-----------|-------------|-------------|------------
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  ynie/roberta-large-snli_mnli_fever_anli_R1_R2_R3-nli | - | 0.736 | 0.493 | 0.455