SBIC-google-t5-v1_1-large-intra_model-frequency-model_annots_str-pairwise-mse

This model is a fine-tuned version of google/t5-v1_1-large on the None dataset. It achieves the following results on the evaluation set:

• Train Loss: 2.4418
• Loss: 0.4036
• Losses: [2, 2, 1, 2, 5, 2, 3, 1, 2, 2, 2, 4, 4, 2, 0, 2, 2, 3, 1, 6, 4, 2, 4, 2, 6, 4, 4, 1, 3, 1, 2, 2, 2, 2, 2, 2, 4, 3, 4, 3, 2, 2, 4, 0, 5, 3, 3, 3, 6, 1, 3, 2, 2, 1, 2, 2, 0, 2, 2, 2, 4, 2, 2, 2, 0, 2, 2, 2, 3, 3, 2, 2, 4, 2, 2, 4, 5, 2, 2, 4, 2, 4, 1, 1, 2, 2, 2, 3, 1, 2, 2, 5, 3, 2, 2, 3, 3, 2, 2, 1, 2, 5, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 5, 4, 2, 3, 2, 3, 4, 3, 2, 2, 2, 4, 6, 3, 2, 2, 1, 2, 2, 4, 2, 2, 3, 5, 4, 2, 3, 3, 4, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 4, 0, 5, 4, 3, 1, 3, 2, 4, 2, 2, 1, 0, 3, 2, 2, 2, 2, 2, 3, 2, 1, 0, 4, 4, 2, 2, 4, 1, 2, 2, 3, 2, 1, 2, 0, 4, 3, 2, 2, 2, 2, 4, 5, 4, 2, 2, 3, 2, 2, 0, 4, 2, 0, 2, 3, 2, 2, 4, 2, 2, 4, 0, 3, 2, 2, 2, 0, 3, 4, 0, 2, 5, 2, 2, 2, 5, 3, 4, 3, 2, 2, 4, 2, 2, 5, 2, 0, 5, 2, 2, 3, 2, 2, 3, 4, 4, 0, 2, 5, 1, 2, 2, 2, 5, 3, 4, 2, 3, 4, 3, 2, 2, 4, 2, 2, 6, 3, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 4, 1, 4, 2, 2, 2, 2, 1, 5, 3, 2, 2, 2, 6, 2, 3, 2, 2, 2, 2, 3, 3, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 0, 2, 2, 2, 2, 4, 4, 3, 2, 4, 3, 3, 2, 3, 3, 2, 4, 2, 1, 2, 3, 1, 2, 2, 2, 2, 2, 2, 2, 3, 5, 2, 2, 2, 2, 5, 3, 3, 3, 2, 3, 2, 2, 4, 1, 2, 4, 2, 2, 3, 2, 2, 2, 1, 2, 0, 2, 2, 2, 2, 2, 5, 2, 4, 2, 2, 2, 2, 3, 2, 3, 3, 2, 4, 2, 3, 3, 3, 3, 2, 2, 4, 2, 1, 1, 2, 2, 1, 2, 0, 2, 2, 2, 4, 2, 1, 4, 2, 2, 0, 2, 2, 2, 2, 2, 2, 6, 5, 3, 2, 2, 2, 2, 4, 0, 0, 2, 5, 0, 2, 2, 3, 2, 4, 1, 2, 1, 2, 5, 3, 2, 4, 2, 2, 2, 4, 2, 2, 2, 2, 0, 3, 0, 2, 3, 2, 2, 4, 2, 5, 2, 3, 2, 5, 1, 2, 3, 4, 2, 1, 2, 2, 4, 2, 2, 6, 3, 2, 1, 2, 4, 2, 5, 2, 2, 2, 4, 2, 4, 2, 1, 2, 4, 3, 3, 1, 2, 3, 2, 2, 2, 2, 2, 2, 4, 2, 0, 3, 2, 2, 2, 2, 3, 5, 3, 2, 2, 1, 0, 3, 2, 2, 4, 2, 4, 3, 2, 1, 2, 2, 1, 2, 2, 3, 2, 4, 4, 2, 0, 2, 2, 2, 2, 3, 2, 5, 4, 4, 3, 0, 0, 2, 1, 5, 1, 2, 2, 2, 1, 2, 2, 3, 3, 3, 2, 2, 2, 2, 3, 2, 5, 2, 4, 5, 4, 0, 3, 2, 3, 2, 3, 2, 4, 2, 6, 5, 4, 2, 0, 2, 2, 2, 2, 2, 2, 4, 2, 3, 2, 2, 2, 2, 2, 3, 0, 2, 2, 0, 0, 2, 2, 1, 2, 3, 2, 3, 0, 6, 3, 3, 3, 2, 3, 2, 2, 2, 3, 2, 1, 2, 0, 2, 2, 4, 2, 2, 0, 1, 5, 2, 5, 4, 2, 3, 2, 3, 4, 0, 2, 3, 1, 6, 2, 3, 0, 3, 2, 2, 3, 3, 3, 2, 1, 2, 4, 2, 2, 1, 2, 5, 3, 3, 3, 2, 2, 1, 4, 2, 2, 4, 2, 4, 2, 4, 2, 2, 2, 3, 5, 2, 5, 4, 3, 3, 2, 3, 2, 2, 2, 2, 4, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 3, 2, 2, 5, 2, 2, 1, 3, 4, 1, 2, 0, 3, 3, 5, 2, 0, 1, 2, 3, 5, 5, 1, 2, 2, 2, 3, 2, 6, 2, 0, 3, 2, 2, 2, 2, 2, 1, 0, 4, 0, 2, 2, 2, 5, 4, 2, 2, 0, 2, 2, 2, 2, 2, 2, 3, 2, 2, 4, 2, 5, 4, 2, 2, 0, 3, 2, 5, 5, 5, 1, 3, 1, 2, 2, 1, 2, 2, 4, 1, 1, 4, 2, 0, 3, 0, 1, 2, 2, 4, 2, 2, 5, 5, 2, 2, 2, 3, 2, 5, 3, 4, 2, 2, 2, 2, 4, 1, 5, 3, 2, 3, 3, 3, 3, 2, 3, 2, 2, 2, 2, 2, 2, 3, 2, 5, 2, 2, 2, 2, 3, 0, 0, 0, 3, 3, 2, 2, 5, 3, 2, 2, 5, 3, 2, 0, 3, 1, 2, 3, 2, 2, 4, 2, 4, 3, 4, 2, 2, 1, 2, 2, 3, 4, 2, 3, 1, 2, 2, 2, 2, 4, 2, 2, 1, 2, 4, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 3, 2, 2, 4, 1, 2, 2, 2, 2, 5, 2, 3, 2, 4, 2, 2, 2, 3, 2, 3, 1, 4, 2, 2, 2, 2, 2, 2, 3, 4, 0, 2, 2, 4, 3, 2, 2, 2, 1, 2, 0, 2, 3, 2, 2, 4, 1, 2, 2, 4, 2, 5, 5, 3, 2, 0, 2, 3, 2, 2, 5, 2, 5, 2, 2, 3, 2, 2, 5, 2, 4, 2, 2, 2, 2, 4, 1, 4, 3, 2, 3, 2, 2, 2, 5, 2, 2, 2, 2, 4, 1, 4, 2, 3, 2, 2, 1, 2, 2, 2, 4, 2, 3, 2, 2, 2, 2, 2, 2, 2, 1, 2, 4, 2, 2, 3, 2, 2, 2, 2, 0, 2, 2, 2, 3, 2, 4, 4, 2, 2, 3, 2, 2, 4, 3, 4, 2, 1, 2, 5, 2, 5, 2, 2, 2, 3, 2, 0, 3, 1, 4, 2, 2, 2, 2, 1, 4, 4, 2, 2, 2, 4, 2, 2, 5, 4, 2, 3, 6, 2, 2, 2, 1, 3, 2, 2, 2, 3, 2, 2, 2, 2, 1, 3, 2, 2, 2, 2, 2, 3, 5, 3, 3, 2, 2, 4, 3, 2, 4, 5, 2, 2, 5, 4, 2, 2, 0, 1, 2, 2, 2, 3, 2, 0, 1, 2, 2, 2, 2, 0, 5, 4, 2, 4, 4, 2, 5, 2, 0, 2, 0, 1, 2, 3, 2, 2, 4, 4, 2, 3, 5, 2, 2, 3, 5, 2, 5, 2, 1, 2, 3, 2, 2, 3, 4, 2, 2, 2, 2, 3, 5, 2, 2, 5, 4, 0, 2, 5, 4, 3, 4, 2, 2, 2, 2, 4, 3, 4, 2, 2, 4, 5, 0, 2, 3, 2, 3, 5, 3, 2, 1, 2, 4, 4, 2, 1, 2, 2, 4, 3, 2, 0, 2, 4, 2, 2, 2, 3, 2, 2, 3, 3, 5, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 4, 2, 3, 2, 5, 1, 2, 2, 5, 2, 3, 2, 3, 2, 2, 3, 4, 2, 2, 2, 2, 3, 2, 3, 2, 6, 2, 4, 2, 2, 2, 2, 3, 7, 1, 2, 1, 4, 3, 3, 6, 2, 3, 3, 4, 2, 2, 3, 4, 6, 2, 2, 3, 4, 2, 2, 2, 2, 2, 2, 2, 3, 4, 2, 1, 4, 3, 2, 2, 2, 5, 3, 2, 1, 4, 2, 3, 4, 3, 3, 2, 2, 2, 6, 2, 2, 2, 5, 5, 6, 3, 0, 3, 3, 3, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 0, 3, 4, 2, 1, 0, 5, 2, 2, 4, 2, 3, 0, 5, 6, 3, 3, 6, 2, 1, 3, 2, 2, 2, 2, 2, 2, 1, 3, 4, 1, 2, 3, 4, 2, 1, 4, 2, 1, 3, 2, 3, 1, 2, 5, 2, 2, 2, 3, 2, 4, 2, 3, 2, 2, 2, 1, 4, 4, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 4, 0, 2, 3, 3, 2, 5, 3, 0, 0, 2, 3, 2, 3, 1, 4, 2, 2, 1, 1, 4, 1, 1, 2, 2, 3, 4, 3, 2, 2, 4, 0, 3, 2, 2, 2, 4, 2, 2, 2, 4, 2, 4, 4, 1, 2, 2, 2, 2, 4, 2, 2, 4, 2, 0, 3, 2, 3, 4, 2, 4, 2, 2, 2, 2, 0, 4, 2, 2, 2, 2, 2, 0, 3, 2, 4, 4, 3, 2, 2, 0, 5, 2, 3, 1, 2, 2, 2, 0, 3, 2, 4, 3, 5, 2, 2, 4, 3, 2, 2, 0, 4, 2, 4, 2, 5, 3, 0, 3, 2, 2, 0, 2, 2, 2, 3, 0, 3, 2, 2, 2, 2, 3, 1, 2, 2, 2, 2, 4, 0, 2, 2, 3, 2, 3, 1, 2, 0, 2, 3, 3, 3, 2, 2, 0, 1, 0, 2, 0, 3, 2]

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 0.0001
• train_batch_size: 32
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Train Loss	Validation Loss	Losses
7.0581	1.0	392	6.0090	7.4813	[4, 8, 2, 4, 8, 9, 4, 6, 4, 9, 8, 5, 7, 4, 2, 4, 9, 8, 9, 7, 5, 7, 9, 7, 7, 5, 5, 2, 9, 2, 9, 4, 9, 4, 4, 9, 5, 4, 8, 8, 9, 3, 8, 7, 6, 7, 4, 9, 7, 2, 4, 8, 7, 2, 4, 4, 7, 4, 8, 9, 5, 4, 9, 4, 7, 8, 4, 8, 8, 4, 4, 4, 8, 4, 4, 9, 6, 4, 4, 5, 4, 9, 6, 2, 9, 9, 4, 10, 2, 4, 3, 8, 8, 8, 4, 4, 12, 8, 3, 2, 4, 6, 4, 4, 7, 4, 8, 9, 4, 7, 4, 8, 8, 8, 4, 8, 4, 4, 8, 4, 8, 8, 4, 5, 7, 7, 4, 4, 6, 9, 9, 5, 9, 9, 4, 6, 5, 7, 8, 8, 5, 8, 2, 6, 4, 6, 9, 4, 9, 4, 4, 8, 7, 6, 5, 8, 2, 6, 4, 9, 4, 9, 7, 2, 8, 9, 9, 7, 4, 8, 4, 8, 6, 2, 5, 5, 8, 4, 8, 2, 4, 4, 4, 9, 2, 4, 2, 5, 4, 4, 4, 8, 4, 8, 8, 8, 9, 8, 4, 4, 4, 2, 5, 4, 7, 9, 4, 8, 4, 5, 8, 4, 8, 7, 4, 4, 4, 8, 7, 4, 8, 2, 4, 6, 9, 9, 7, 8, 9, 5, 8, 4, 9, 5, 8, 4, 8, 4, 7, 8, 15, 9, 4, 4, 8, 4, 5, 5, 2, 4, 6, 2, 4, 4, 4, 6, 7, 5, 8, 4, 5, 4, 8, 4, 5, 4, 4, 7, 4, 4, 4, 4, 2, 4, 4, 9, 4, 4, 8, 4, 8, 2, 8, 8, 4, 4, 9, 2, 8, 4, 8, 4, 8, 7, 4, 8, 9, 9, 4, 8, 8, 7, 7, 8, 8, 4, 4, 8, 4, 4, 4, 4, 4, 4, 5, 4, 4, 2, 4, 4, 4, 8, 7, 5, 8, 9, 5, 4, 4, 4, 4, 6, 4, 8, 8, 2, 4, 8, 2, 8, 7, 4, 8, 5, 6, 8, 4, 7, 4, 4, 9, 4, 6, 8, 6, 4, 4, 4, 4, 4, 5, 7, 8, 5, 4, 4, 9, 4, 9, 3, 7, 9, 7, 9, 4, 9, 9, 8, 6, 4, 8, 4, 9, 9, 9, 4, 4, 4, 8, 9, 8, 4, 9, 4, 4, 4, 4, 4, 5, 3, 7, 6, 4, 8, 5, 4, 3, 8, 4, 9, 8, 9, 2, 8, 4, 9, 6, 4, 8, 8, 8, 8, 8, 8, 6, 8, 9, 4, 9, 4, 8, 7, 2, 4, 6, 7, 9, 4, 7, 8, 5, 6, 4, 2, 4, 8, 4, 4, 7, 9, 9, 4, 8, 9, 8, 4, 4, 7, 7, 6, 4, 7, 9, 9, 5, 8, 8, 4, 4, 4, 8, 7, 4, 4, 7, 3, 2, 8, 7, 5, 4, 8, 6, 8, 8, 7, 5, 7, 9, 8, 4, 4, 24, 5, 4, 7, 9, 2, 4, 8, 6, 9, 7, 9, 4, 4, 4, 4, 4, 3, 4, 8, 4, 7, 4, 4, 9, 8, 4, 4, 8, 8, 4, 4, 2, 7, 4, 7, 4, 8, 8, 8, 4, 4, 2, 5, 9, 2, 4, 4, 4, 4, 5, 5, 4, 7, 9, 8, 9, 4, 4, 7, 6, 5, 14, 4, 7, 6, 8, 7, 6, 5, 8, 9, 4, 2, 4, 9, 9, 4, 4, 9, 9, 4, 8, 8, 8, 9, 9, 5, 8, 8, 7, 4, 4, 4, 9, 4, 4, 5, 8, 7, 7, 5, 9, 7, 4, 4, 8, 8, 8, 4, 8, 9, 8, 8, 4, 8, 4, 8, 11, 2, 9, 8, 7, 8, 4, 4, 6, 9, 8, 4, 4, 2, 7, 4, 4, 8, 4, 8, 8, 4, 8, 9, 4, 2, 8, 2, 9, 8, 5, 5, 8, 2, 2, 6, 8, 6, 5, 4, 8, 4, 8, 5, 7, 4, 8, 7, 7, 4, 8, 2, 8, 4, 4, 4, 4, 4, 4, 7, 4, 8, 4, 4, 7, 4, 8, 4, 9, 4, 9, 9, 2, 8, 4, 4, 5, 9, 5, 8, 5, 9, 4, 9, 7, 6, 4, 6, 8, 6, 4, 9, 7, 9, 4, 4, 4, 5, 8, 4, 4, 8, 9, 4, 4, 4, 4, 9, 4, 4, 4, 9, 4, 4, 8, 4, 4, 6, 8, 5, 2, 4, 2, 12, 9, 8, 4, 7, 7, 8, 8, 9, 6, 6, 4, 4, 9, 8, 4, 7, 4, 2, 8, 4, 9, 3, 4, 4, 2, 7, 8, 6, 8, 8, 4, 6, 8, 4, 9, 7, 4, 8, 4, 4, 4, 4, 4, 4, 8, 5, 8, 6, 8, 4, 4, 2, 4, 9, 6, 8, 6, 2, 6, 2, 4, 8, 7, 9, 9, 5, 2, 2, 5, 4, 2, 8, 2, 6, 4, 4, 5, 4, 8, 6, 6, 9, 9, 4, 8, 4, 8, 4, 9, 7, 4, 3, 6, 5, 2, 6, 8, 4, 8, 4, 8, 8, 4, 8, 9, 4, 4, 4, 8, 8, 9, 4, 8, 4, 8, 9, 8, 8, 7, 7, 12, 8, 8, 8, 4, 6, 4, 4, 9, 8, 8, 4, 7, 4, 7, 8, 8, 4, 4, 8, 8, 5, 8, 8, 9, 4, 6, 9, 4, 8, 8, 4, 7, 9, 9, 9, 8, 4, 5, 7, 4, 11, 4, 7, 3, 9, 8, 8, 9, 4, 8, 4, 4, 8, 9, 4, 4, 9, 4, 8, 6, 4, 8, 4, 4, 8, 4, 4, 4, 5, 4, 9, 7, 4, 9, 4, 2, 8, 4, 4, 4, 9, 4, 8, 4, 5, 2, 8, 4, 18, 4, 4, 8, 3, 6, 4, 2, 4, 4, 9, 4, 5, 2, 4, 4, 8, 4, 8, 6, 4, 4, 2, 7, 4, 9, 4, 6, 4, 6, 4, 8, 8, 4, 9, 6, 4, 5, 4, 3, 4, 9, 5, 2, 8, 8, 4, 7, 9, 4, 9, 5, 4, 8, 3, 8, 8, 2, 8, 4, 4, 8, 9, 2, 8, 4, 9, 5, 4, 7, 4, 4, 9, 8, 8, 9, 9, 7, 4, 9, 4, 8, 8, 4, 4, 4, 4, 2, 4, 4, 8, 8, 4, 8, 8, 4, 8, 4, 4, 8, 9, 6, 7, 9, 6, 4, 8, 4, 8, 4, 4, 4, 9, 4, 7, 8, 6, 9, 9, 8, 9, 8, 7, 8, 8, 8, 4, 4, 5, 4, 4, 6, 5, 8, 8, 9, 4, 4, 4, 7, 9, 9, 9, 9, 9, 9, 4, 4, 9, 2, 3, 4, 4, 9, 4, 4, 9, 6, 4, 4, 10, 8, 8, 4, 9, 8, 7, 4, 9, 6, 7, 4, 9, 2, 2, 8, 8, 7, 9, 9, 2, 6, 9, 8, 9, 6, 2, 6, 5, 4, 5, 5, 4, 8, 8, 2, 4, 6, 2, 4, 4, 7, 12, 8, 5, 9, 8, 8, 4, 7, 8, 9, 9, 8, 9, 2, 8, 8, 4, 9, 6, 5, 4, 4, 9, 4, 4, 8, 9, 4, 6, 7, 2, 4, 8, 5, 8, 5, 4, 4, 4, 4, 5, 4, 5, 4, 4, 8, 8, 2, 4, 4, 4, 4, 8, 8, 9, 2, 4, 8, 8, 4, 6, 4, 4, 5, 8, 8, 2, 9, 5, 4, 4, 9, 8, 4, 4, 8, 4, 6, 9, 4, 4, 7, 8, 7, 9, 8, 4, 9, 4, 2, 5, 8, 4, 9, 8, 2, 4, 9, 8, 4, 4, 4, 8, 8, 4, 4, 18, 9, 4, 9, 4, 4, 7, 8, 9, 7, 4, 8, 4, 4, 4, 4, 4, 7, 2, 9, 2, 8, 4, 9, 8, 4, 8, 4, 5, 9, 9, 8, 8, 7, 9, 9, 8, 8, 4, 8, 8, 4, 9, 8, 9, 6, 5, 7, 6, 8, 8, 9, 4, 9, 6, 9, 4, 2, 8, 4, 8, 5, 4, 8, 4, 8, 9, 7, 4, 8, 4, 6, 6, 7, 4, 2, 8, 8, 4, 8, 8, 8, 4, 8, 9, 4, 4, 8, 9, 9, 4, 8, 4, 2, 4, 5, 8, 2, 6, 6, 4, 4, 9, 8, 4, 7, 8, 7, 4, 9, 8, 4, 5, 4, 4, 4, 4, 9, 4, 4, 6, 8, 8, 6, 4, 9, 5, 4, 2, 8, 4, 6, 9, 4, 8, 6, 4, 8, 4, 7, 9, 7, 4, 8, 9, 4, 9, 4, 4, 6, 5, 8, 4, 8, 7, 4, 4, 13, 9, 4, 8, 9, 5, 7, 4, 8, 4, 4, 6, 8, 2, 2, 8, 4, 4, 9, 2, 5, 9, 4, 6, 7, 8, 2, 6, 9, 8, 8, 8, 6, 9, 7, 8, 2, 9, 9, 9, 9, 5, 6, 9, 4, 5, 9, 8, 8, 6, 4, 4, 9, 4, 5, 9, 4, 5, 4, 2, 4, 4, 4, 9, 4, 5, 8, 4, 4, 7, 7, 8, 4, 9, 4, 4, 4, 2, 4, 4, 8, 8, 8, 7, 7, 7, 6, 5, 4, 2, 9, 8, 8, 2, 9, 9, 9, 8, 6, 9, 8, 5, 9, 8, 4, 7, 5, 9, 6, 4, 6, 4, 7, 8, 3, 8, 2, 4, 9, 8, 4, 2, 4, 8, 9, 4, 9, 4, 2, 9, 4, 3, 4, 5, 7, 8, 8, 8, 9, 4, 2, 4, 7, 9, 8, 9, 8, 8, 9, 2, 7, 2, 8, 7, 8, 9]
5.902	2.0	784	6.9444	6.2134	[9, 8, 5, 9, 6, 8, 7, 6, 6, 8, 8, 6, 6, 7, 6, 8, 8, 7, 6, 8, 5, 7, 8, 8, 6, 8, 8, 6, 8, 5, 9, 8, 8, 7, 9, 8, 8, 6, 6, 7, 6, 5, 7, 4, 6, 6, 6, 7, 6, 5, 7, 7, 7, 5, 9, 8, 6, 6, 8, 8, 7, 8, 8, 9, 4, 8, 8, 8, 7, 8, 7, 6, 7, 6, 6, 7, 6, 8, 9, 7, 7, 6, 5, 4, 8, 8, 6, 8, 2, 7, 6, 6, 7, 7, 7, 6, 6, 6, 6, 5, 8, 6, 8, 8, 8, 8, 7, 8, 8, 7, 8, 6, 6, 7, 7, 9, 9, 7, 6, 7, 7, 7, 8, 8, 7, 7, 8, 8, 5, 8, 8, 7, 8, 8, 6, 8, 6, 7, 7, 7, 6, 7, 4, 6, 6, 5, 8, 7, 6, 8, 7, 7, 6, 6, 9, 7, 5, 6, 8, 6, 7, 8, 6, 4, 7, 8, 9, 7, 7, 8, 7, 7, 5, 6, 7, 4, 7, 6, 7, 4, 6, 6, 4, 8, 5, 8, 4, 5, 7, 7, 6, 7, 9, 7, 4, 7, 8, 7, 8, 7, 8, 4, 8, 8, 6, 6, 6, 7, 9, 7, 8, 8, 6, 4, 6, 9, 9, 7, 6, 9, 7, 6, 8, 6, 8, 8, 8, 6, 7, 6, 6, 8, 8, 8, 4, 8, 6, 8, 6, 6, 8, 8, 7, 6, 8, 4, 7, 6, 6, 8, 6, 6, 8, 7, 9, 6, 7, 4, 7, 7, 7, 8, 7, 8, 8, 8, 8, 6, 6, 9, 8, 6, 5, 9, 8, 8, 8, 8, 7, 7, 6, 4, 6, 6, 6, 8, 8, 6, 6, 8, 7, 8, 8, 6, 8, 6, 8, 8, 8, 7, 7, 7, 7, 7, 8, 6, 8, 7, 7, 8, 6, 8, 9, 7, 6, 7, 7, 6, 7, 8, 7, 8, 6, 6, 7, 8, 6, 6, 9, 7, 8, 6, 7, 6, 7, 6, 8, 7, 5, 8, 7, 9, 8, 9, 5, 6, 9, 6, 7, 8, 8, 9, 6, 6, 6, 6, 9, 8, 8, 6, 6, 6, 8, 6, 7, 8, 8, 8, 9, 6, 5, 8, 6, 8, 7, 8, 6, 8, 4, 8, 8, 8, 9, 9, 6, 6, 8, 7, 8, 8, 6, 6, 8, 6, 8, 8, 9, 6, 5, 7, 6, 4, 8, 7, 5, 7, 6, 7, 4, 8, 6, 8, 5, 4, 8, 6, 6, 8, 8, 7, 6, 8, 7, 6, 8, 7, 8, 9, 8, 8, 6, 7, 6, 9, 8, 4, 8, 8, 6, 8, 6, 5, 9, 5, 7, 8, 7, 8, 6, 9, 9, 7, 8, 8, 7, 8, 7, 6, 6, 4, 6, 6, 6, 8, 8, 8, 7, 6, 6, 6, 6, 6, 9, 6, 6, 3, 6, 7, 7, 6, 6, 7, 6, 6, 8, 6, 8, 6, 8, 8, 7, 7, 8, 8, 7, 6, 8, 5, 7, 8, 6, 7, 6, 9, 6, 6, 7, 7, 8, 4, 8, 7, 8, 6, 8, 8, 6, 6, 8, 6, 7, 7, 8, 8, 5, 6, 6, 7, 9, 6, 8, 8, 7, 8, 6, 8, 6, 5, 8, 7, 7, 7, 8, 7, 7, 7, 8, 8, 8, 6, 6, 8, 6, 6, 6, 8, 7, 6, 7, 4, 8, 5, 7, 8, 6, 6, 9, 8, 8, 8, 6, 8, 8, 8, 6, 6, 8, 7, 6, 8, 8, 5, 4, 7, 7, 6, 7, 7, 6, 7, 7, 6, 6, 8, 8, 6, 8, 9, 7, 7, 8, 7, 8, 6, 8, 7, 8, 6, 8, 8, 8, 7, 8, 7, 4, 6, 8, 6, 5, 6, 8, 8, 7, 7, 5, 7, 7, 8, 7, 8, 7, 8, 8, 8, 7, 5, 8, 6, 8, 8, 7, 8, 8, 7, 5, 8, 7, 6, 6, 8, 7, 6, 6, 6, 4, 8, 6, 6, 7, 8, 7, 6, 6, 8, 8, 4, 7, 8, 8, 7, 8, 6, 8, 7, 5, 8, 7, 7, 6, 6, 8, 8, 6, 6, 8, 7, 6, 8, 8, 7, 7, 8, 8, 6, 6, 8, 7, 6, 7, 6, 7, 8, 7, 8, 7, 8, 8, 7, 8, 6, 8, 8, 8, 8, 6, 7, 8, 8, 7, 9, 9, 8, 8, 8, 6, 8, 8, 5, 7, 8, 5, 7, 6, 7, 8, 4, 7, 4, 7, 6, 8, 6, 6, 6, 7, 7, 8, 6, 7, 6, 8, 6, 7, 9, 8, 5, 6, 8, 5, 6, 8, 6, 8, 8, 8, 6, 6, 8, 9, 7, 8, 7, 8, 8, 8, 8, 6, 7, 7, 6, 7, 4, 7, 6, 8, 7, 8, 8, 6, 6, 6, 5, 6, 6, 8, 8, 6, 8, 8, 7, 6, 4, 6, 6, 6, 7, 6, 5, 6, 8, 6, 7, 6, 6, 4, 9, 8, 7, 6, 8, 8, 8, 9, 7, 6, 5, 5, 7, 7, 8, 8, 7, 8, 6, 7, 8, 8, 8, 7, 6, 9, 4, 7, 6, 6, 9, 7, 8, 8, 8, 8, 8, 4, 6, 6, 6, 8, 8, 7, 5, 6, 8, 7, 5, 6, 7, 5, 8, 6, 7, 6, 6, 7, 7, 8, 8, 6, 5, 8, 8, 5, 8, 8, 7, 6, 7, 7, 4, 8, 9, 7, 7, 8, 8, 8, 5, 7, 7, 6, 6, 8, 7, 8, 4, 7, 8, 9, 8, 8, 7, 8, 8, 8, 8, 6, 8, 7, 8, 7, 8, 7, 7, 6, 6, 6, 8, 7, 6, 9, 7, 5, 6, 6, 8, 7, 8, 6, 7, 8, 8, 6, 7, 6, 6, 6, 6, 8, 5, 5, 9, 6, 8, 7, 8, 8, 8, 5, 9, 8, 6, 8, 8, 6, 8, 6, 6, 7, 8, 9, 8, 8, 8, 8, 7, 8, 6, 8, 8, 8, 7, 7, 7, 5, 8, 8, 6, 6, 6, 6, 6, 6, 6, 6, 8, 6, 7, 8, 6, 7, 8, 6, 6, 7, 6, 7, 8, 2, 8, 9, 8, 6, 8, 6, 6, 7, 8, 7, 8, 7, 8, 6, 6, 8, 7, 7, 8, 7, 6, 8, 8, 6, 7, 8, 8, 6, 8, 6, 6, 9, 8, 8, 9, 8, 8, 4, 6, 8, 5, 8, 6, 8, 6, 7, 8, 6, 8, 8, 6, 6, 6, 6, 8, 7, 6, 8, 6, 6, 7, 7, 8, 8, 8, 8, 9, 6, 6, 7, 6, 8, 8, 7, 8, 7, 8, 8, 8, 8, 8, 8, 8, 9, 8, 6, 4, 8, 9, 8, 6, 8, 8, 6, 6, 7, 8, 7, 7, 6, 8, 6, 6, 7, 8, 6, 6, 6, 6, 6, 5, 8, 7, 7, 8, 7, 6, 6, 8, 8, 8, 4, 6, 8, 8, 7, 7, 6, 8, 6, 7, 6, 7, 6, 7, 8, 8, 7, 8, 6, 6, 8, 6, 8, 8, 6, 8, 8, 8, 6, 8, 6, 7, 8, 8, 8, 6, 7, 9, 7, 8, 6, 6, 6, 8, 7, 7, 7, 6, 6, 8, 6, 7, 6, 8, 7, 8, 6, 8, 6, 7, 9, 6, 6, 6, 6, 6, 8, 7, 8, 6, 6, 8, 6, 7, 7, 7, 7, 5, 8, 6, 6, 7, 7, 4, 8, 6, 7, 7, 7, 7, 8, 7, 6, 6, 8, 8, 7, 4, 7, 8, 8, 8, 8, 6, 8, 9, 7, 7, 6, 8, 8, 6, 6, 7, 8, 6, 8, 8, 8, 8, 6, 8, 6, 7, 6, 8, 8, 8, 8, 7, 8, 4, 5, 9, 6, 7, 8, 8, 6, 7, 6, 5, 8, 6, 7, 6, 9, 6, 9, 6, 7, 8, 6, 9, 7, 6, 6, 8, 7, 6, 8, 8, 6, 8, 7, 8, 7, 8, 6, 7, 7, 5, 7, 7, 8, 8, 8, 6, 6, 8, 6, 7, 9, 6, 6, 6, 6, 8, 7, 6, 6, 7, 7, 6, 7, 8, 6, 7, 4, 7, 7, 7, 7, 6, 7, 8, 7, 8, 7, 8, 8, 8, 8, 8, 8, 6, 6, 6, 5, 6, 5, 6, 8, 6, 8, 8, 8, 6, 6, 7, 6, 7, 6, 6, 8, 5, 6, 8, 6, 7, 8, 8, 8, 5, 6, 8, 5, 7, 8, 6, 8, 5, 8, 8, 6, 8, 8, 7, 6, 8, 6, 7, 7, 8, 7, 8, 8, 7, 6, 8, 7, 7, 4, 8, 6, 6, 7, 6, 8, 9, 7, 8, 7, 8, 8, 6, 6, 8, 6, 7, 6, 6, 7, 4, 7, 7, 7, 8, 6, 5, 7, 6, 8, 5, 6, 6, 2, 4, 8, 8, 6, 7, 6, 8, 7, 6, 6, 8, 8, 9, 8, 7, 4, 8, 7, 7, 6, 5, 6, 6, 9, 6, 8, 8, 8, 9, 8, 5, 8, 6, 7, 7, 8, 5, 9, 6, 8, 6, 7, 7, 6, 6, 8, 4, 7, 7, 8, 6, 8, 8, 5, 6, 7, 7, 7, 6, 6, 8, 6, 6, 6, 7, 8, 6, 8, 8, 7, 7, 6, 7, 7, 7, 6, 8, 8, 6, 7, 8, 6, 9, 8, 7, 6, 6, 6, 8, 4, 8, 8, 8, 8, 6, 8, 8, 8, 7, 8, 7, 4, 8, 8, 6, 8, 4, 4, 7, 7, 6, 8, 8, 6, 7, 6, 8, 6, 8, 7, 7, 8, 6, 6, 6, 8, 6, 7, 8]
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0.4107	26.0	10192	2.4418	0.4036	[2, 2, 1, 2, 5, 2, 3, 1, 2, 2, 2, 4, 4, 2, 0, 2, 2, 3, 1, 6, 4, 2, 4, 2, 6, 4, 4, 1, 3, 1, 2, 2, 2, 2, 2, 2, 4, 3, 4, 3, 2, 2, 4, 0, 5, 3, 3, 3, 6, 1, 3, 2, 2, 1, 2, 2, 0, 2, 2, 2, 4, 2, 2, 2, 0, 2, 2, 2, 3, 3, 2, 2, 4, 2, 2, 4, 5, 2, 2, 4, 2, 4, 1, 1, 2, 2, 2, 3, 1, 2, 2, 5, 3, 2, 2, 3, 3, 2, 2, 1, 2, 5, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 5, 4, 2, 3, 2, 3, 4, 3, 2, 2, 2, 4, 6, 3, 2, 2, 1, 2, 2, 4, 2, 2, 3, 5, 4, 2, 3, 3, 4, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 4, 0, 5, 4, 3, 1, 3, 2, 4, 2, 2, 1, 0, 3, 2, 2, 2, 2, 2, 3, 2, 1, 0, 4, 4, 2, 2, 4, 1, 2, 2, 3, 2, 1, 2, 0, 4, 3, 2, 2, 2, 2, 4, 5, 4, 2, 2, 3, 2, 2, 0, 4, 2, 0, 2, 3, 2, 2, 4, 2, 2, 4, 0, 3, 2, 2, 2, 0, 3, 4, 0, 2, 5, 2, 2, 2, 5, 3, 4, 3, 2, 2, 4, 2, 2, 5, 2, 0, 5, 2, 2, 3, 2, 2, 3, 4, 4, 0, 2, 5, 1, 2, 2, 2, 5, 3, 4, 2, 3, 4, 3, 2, 2, 4, 2, 2, 6, 3, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 4, 1, 4, 2, 2, 2, 2, 1, 5, 3, 2, 2, 2, 6, 2, 3, 2, 2, 2, 2, 3, 3, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 0, 2, 2, 2, 2, 4, 4, 3, 2, 4, 3, 3, 2, 3, 3, 2, 4, 2, 1, 2, 3, 1, 2, 2, 2, 2, 2, 2, 2, 3, 5, 2, 2, 2, 2, 5, 3, 3, 3, 2, 3, 2, 2, 4, 1, 2, 4, 2, 2, 3, 2, 2, 2, 1, 2, 0, 2, 2, 2, 2, 2, 5, 2, 4, 2, 2, 2, 2, 3, 2, 3, 3, 2, 4, 2, 3, 3, 3, 3, 2, 2, 4, 2, 1, 1, 2, 2, 1, 2, 0, 2, 2, 2, 4, 2, 1, 4, 2, 2, 0, 2, 2, 2, 2, 2, 2, 6, 5, 3, 2, 2, 2, 2, 4, 0, 0, 2, 5, 0, 2, 2, 3, 2, 4, 1, 2, 1, 2, 5, 3, 2, 4, 2, 2, 2, 4, 2, 2, 2, 2, 0, 3, 0, 2, 3, 2, 2, 4, 2, 5, 2, 3, 2, 5, 1, 2, 3, 4, 2, 1, 2, 2, 4, 2, 2, 6, 3, 2, 1, 2, 4, 2, 5, 2, 2, 2, 4, 2, 4, 2, 1, 2, 4, 3, 3, 1, 2, 3, 2, 2, 2, 2, 2, 2, 4, 2, 0, 3, 2, 2, 2, 2, 3, 5, 3, 2, 2, 1, 0, 3, 2, 2, 4, 2, 4, 3, 2, 1, 2, 2, 1, 2, 2, 3, 2, 4, 4, 2, 0, 2, 2, 2, 2, 3, 2, 5, 4, 4, 3, 0, 0, 2, 1, 5, 1, 2, 2, 2, 1, 2, 2, 3, 3, 3, 2, 2, 2, 2, 3, 2, 5, 2, 4, 5, 4, 0, 3, 2, 3, 2, 3, 2, 4, 2, 6, 5, 4, 2, 0, 2, 2, 2, 2, 2, 2, 4, 2, 3, 2, 2, 2, 2, 2, 3, 0, 2, 2, 0, 0, 2, 2, 1, 2, 3, 2, 3, 0, 6, 3, 3, 3, 2, 3, 2, 2, 2, 3, 2, 1, 2, 0, 2, 2, 4, 2, 2, 0, 1, 5, 2, 5, 4, 2, 3, 2, 3, 4, 0, 2, 3, 1, 6, 2, 3, 0, 3, 2, 2, 3, 3, 3, 2, 1, 2, 4, 2, 2, 1, 2, 5, 3, 3, 3, 2, 2, 1, 4, 2, 2, 4, 2, 4, 2, 4, 2, 2, 2, 3, 5, 2, 5, 4, 3, 3, 2, 3, 2, 2, 2, 2, 4, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 3, 2, 2, 5, 2, 2, 1, 3, 4, 1, 2, 0, 3, 3, 5, 2, 0, 1, 2, 3, 5, 5, 1, 2, 2, 2, 3, 2, 6, 2, 0, 3, 2, 2, 2, 2, 2, 1, 0, 4, 0, 2, 2, 2, 5, 4, 2, 2, 0, 2, 2, 2, 2, 2, 2, 3, 2, 2, 4, 2, 5, 4, 2, 2, 0, 3, 2, 5, 5, 5, 1, 3, 1, 2, 2, 1, 2, 2, 4, 1, 1, 4, 2, 0, 3, 0, 1, 2, 2, 4, 2, 2, 5, 5, 2, 2, 2, 3, 2, 5, 3, 4, 2, 2, 2, 2, 4, 1, 5, 3, 2, 3, 3, 3, 3, 2, 3, 2, 2, 2, 2, 2, 2, 3, 2, 5, 2, 2, 2, 2, 3, 0, 0, 0, 3, 3, 2, 2, 5, 3, 2, 2, 5, 3, 2, 0, 3, 1, 2, 3, 2, 2, 4, 2, 4, 3, 4, 2, 2, 1, 2, 2, 3, 4, 2, 3, 1, 2, 2, 2, 2, 4, 2, 2, 1, 2, 4, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 3, 2, 2, 4, 1, 2, 2, 2, 2, 5, 2, 3, 2, 4, 2, 2, 2, 3, 2, 3, 1, 4, 2, 2, 2, 2, 2, 2, 3, 4, 0, 2, 2, 4, 3, 2, 2, 2, 1, 2, 0, 2, 3, 2, 2, 4, 1, 2, 2, 4, 2, 5, 5, 3, 2, 0, 2, 3, 2, 2, 5, 2, 5, 2, 2, 3, 2, 2, 5, 2, 4, 2, 2, 2, 2, 4, 1, 4, 3, 2, 3, 2, 2, 2, 5, 2, 2, 2, 2, 4, 1, 4, 2, 3, 2, 2, 1, 2, 2, 2, 4, 2, 3, 2, 2, 2, 2, 2, 2, 2, 1, 2, 4, 2, 2, 3, 2, 2, 2, 2, 0, 2, 2, 2, 3, 2, 4, 4, 2, 2, 3, 2, 2, 4, 3, 4, 2, 1, 2, 5, 2, 5, 2, 2, 2, 3, 2, 0, 3, 1, 4, 2, 2, 2, 2, 1, 4, 4, 2, 2, 2, 4, 2, 2, 5, 4, 2, 3, 6, 2, 2, 2, 1, 3, 2, 2, 2, 3, 2, 2, 2, 2, 1, 3, 2, 2, 2, 2, 2, 3, 5, 3, 3, 2, 2, 4, 3, 2, 4, 5, 2, 2, 5, 4, 2, 2, 0, 1, 2, 2, 2, 3, 2, 0, 1, 2, 2, 2, 2, 0, 5, 4, 2, 4, 4, 2, 5, 2, 0, 2, 0, 1, 2, 3, 2, 2, 4, 4, 2, 3, 5, 2, 2, 3, 5, 2, 5, 2, 1, 2, 3, 2, 2, 3, 4, 2, 2, 2, 2, 3, 5, 2, 2, 5, 4, 0, 2, 5, 4, 3, 4, 2, 2, 2, 2, 4, 3, 4, 2, 2, 4, 5, 0, 2, 3, 2, 3, 5, 3, 2, 1, 2, 4, 4, 2, 1, 2, 2, 4, 3, 2, 0, 2, 4, 2, 2, 2, 3, 2, 2, 3, 3, 5, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 4, 2, 3, 2, 5, 1, 2, 2, 5, 2, 3, 2, 3, 2, 2, 3, 4, 2, 2, 2, 2, 3, 2, 3, 2, 6, 2, 4, 2, 2, 2, 2, 3, 7, 1, 2, 1, 4, 3, 3, 6, 2, 3, 3, 4, 2, 2, 3, 4, 6, 2, 2, 3, 4, 2, 2, 2, 2, 2, 2, 2, 3, 4, 2, 1, 4, 3, 2, 2, 2, 5, 3, 2, 1, 4, 2, 3, 4, 3, 3, 2, 2, 2, 6, 2, 2, 2, 5, 5, 6, 3, 0, 3, 3, 3, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 0, 3, 4, 2, 1, 0, 5, 2, 2, 4, 2, 3, 0, 5, 6, 3, 3, 6, 2, 1, 3, 2, 2, 2, 2, 2, 2, 1, 3, 4, 1, 2, 3, 4, 2, 1, 4, 2, 1, 3, 2, 3, 1, 2, 5, 2, 2, 2, 3, 2, 4, 2, 3, 2, 2, 2, 1, 4, 4, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 4, 0, 2, 3, 3, 2, 5, 3, 0, 0, 2, 3, 2, 3, 1, 4, 2, 2, 1, 1, 4, 1, 1, 2, 2, 3, 4, 3, 2, 2, 4, 0, 3, 2, 2, 2, 4, 2, 2, 2, 4, 2, 4, 4, 1, 2, 2, 2, 2, 4, 2, 2, 4, 2, 0, 3, 2, 3, 4, 2, 4, 2, 2, 2, 2, 0, 4, 2, 2, 2, 2, 2, 0, 3, 2, 4, 4, 3, 2, 2, 0, 5, 2, 3, 1, 2, 2, 2, 0, 3, 2, 4, 3, 5, 2, 2, 4, 3, 2, 2, 0, 4, 2, 4, 2, 5, 3, 0, 3, 2, 2, 0, 2, 2, 2, 3, 0, 3, 2, 2, 2, 2, 3, 1, 2, 2, 2, 2, 4, 0, 2, 2, 3, 2, 3, 1, 2, 0, 2, 3, 3, 3, 2, 2, 0, 1, 0, 2, 0, 3, 2]

Framework versions

• Transformers 4.34.0
• Pytorch 2.1.0+cu121
• Datasets 2.14.5
• Tokenizers 0.14.1