ghc-google-t5-v1_1-large-intra_model-dataset-frequency-human_annots_str_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: 9.2447
• Loss: 0.2307
• Losses: [9, 9, 10, 17, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 10, 9, 11, 10, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 10, 10, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 10, 10, 11, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 10, 10, 11, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 10, 9, 11, 9, 9, 9, 10, 9, 11, 9, 9, 10, 9, 10, 9, 9, 9, 10, 10, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 9, 9, 9, 10, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 10, 9, 11, 9, 9, 9, 9, 9, 9, 11, 10, 11, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 10, 9, 9, 9, 10, 9, 11, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 10, 9, 11, 10, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 10, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 11, 9, 10, 9, 10, 9, 10, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 10, 9, 9, 10, 9, 9, 10, 9, 9, 10, 9, 9, 10, 9, 9, 11, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 10, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 10, 11, 9, 9, 9, 9, 9, 9, 11, 11, 9, 9, 10, 9, 10, 9, 9, 9, 10, 9, 9, 9, 10, 9, 9, 10, 9, 9, 10, 9, 9, 11, 9, 9, 9, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 11, 10, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 10, 11, 9, 10, 9, 9, 9, 10, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 11, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 11, 9, 10, 9, 9, 11, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 10, 9, 9, 9, 10, 9, 11, 9, 9, 9, 11, 9, 9, 10, 11, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 10, 11, 9, 9, 9, 10, 10, 9, 9, 9, 10, 9, 9, 10, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 11, 9, 9, 9, 10, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 11, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 10, 9, 11, 10, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 10, 9, 9, 10, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 10, 9, 9, 9, 10, 10, 9, 10, 10, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 11, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 11, 9, 10, 9, 9, 9, 9, 9, 11, 9, 9, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 11, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 10, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 10, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 11, 10, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 10, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 10, 11, 9, 10, 9, 9, 9, 10, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 11, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 10, 9, 10, 9, 11, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 9, 9, 9, 11, 9, 9, 10, 9, 9, 9, 9, 9, 9, 10, 9, 10, 9, 9, 9, 10, 9, 9, 11, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 11, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 11, 9, 10, 9, 9, 11, 9, 9, 9, 9, 9, 9, 10, 11, 9, 9, 9, 9, 11, 10, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 9, 9, 9, 9, 9, 10, 9, 9, 9, 9, 9, 11, 9, 9, 10, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 9, 9, 9, 11, 9, 9, 9, 9, 10, 9, 9, 11, 9, 9, 9, 10]

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
3.4474	1.0	345	10.8416	2.5994	[10, 7.2, 11, 11, 10, 11, 9, 12, 10, 11, 10, 11, 10, 10, 10, 11, 11, 11, 10, 10, 11, 10, 10.8, 11, 11, 11, 11, 11, 10, 11, 22, 10, 10, 11, 10, 10, 11, 10, 10, 11.700000000000001, 11, 10, 10, 11, 12, 10, 10, 10.8, 9, 11, 11, 11, 11, 11, 10, 11, 10, 11, 10, 11, 9, 8, 11, 10, 10, 10, 11, 9, 10, 11, 11, 11, 10.8, 11, 10, 11, 11, 11, 11, 10, 11, 10, 9, 11, 10, 9, 11, 11, 10, 14, 11, 10, 11, 11, 11, 22, 11, 10, 11, 11, 11, 10, 11, 10.8, 11, 10, 11.700000000000001, 11, 10, 10, 11, 10, 11, 10, 11, 10, 11, 11, 10, 11, 10, 8, 11, 11, 11, 10, 11, 11, 10, 11, 10, 10, 9, 11, 11, 11, 11, 11, 10, 10, 11, 11, 11, 11, 12, 11, 8, 11, 9, 9, 22, 11, 10, 12, 10, 11, 11, 11, 10, 10, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 10, 22, 10, 11, 10, 11, 10, 10, 10, 11, 11, 10, 11, 12, 11, 10, 11, 11, 10, 11, 10, 9, 10, 11, 11, 11, 11, 10.8, 8, 10, 11, 11, 9, 11, 10, 11, 22, 11, 9, 10, 9, 10, 10, 10, 11, 10, 10, 8, 10, 11, 11, 10, 22, 11, 10, 9, 10, 8, 9.0, 11, 11, 11, 10, 11, 11, 10, 10, 10, 10, 11, 11, 10, 10, 11, 10, 11, 11, 11, 11, 10, 9, 10, 12, 11, 11.700000000000001, 10, 11, 10, 8, 9, 11, 11, 11, 11, 11, 11, 11, 11, 10, 29.7, 11.700000000000001, 10, 11.700000000000001, 11, 11, 8, 11, 10, 11, 10, 10, 11, 10, 11, 11, 10, 11, 11, 11, 11, 10, 10, 11, 11, 10, 10, 11, 11, 11, 11, 11, 8, 11, 22, 10, 10, 10, 10.8, 11, 11, 11, 11, 11, 11, 11, 10, 11, 11, 10.8, 11, 10, 11, 11, 15, 10, 11, 11, 10, 11, 11, 10, 11.700000000000001, 11, 10, 22, 11, 10, 10, 9, 11, 11, 9, 10, 9, 9, 10, 11, 11, 11, 11, 11, 10, 10, 10, 11, 11, 11, 10, 10, 10, 10, 11, 10, 10, 10, 10, 11, 11, 10, 10, 11, 10, 34.2, 16, 10, 11.700000000000001, 9, 10, 10, 11, 11, 11, 11, 10, 10, 10, 11, 9, 10, 10, 10, 10, 10, 10, 11, 11, 11, 10, 11, 11, 8, 13, 11, 22, 11, 8, 8, 10, 9, 11, 10, 11, 10, 10, 11, 11, 11, 11, 11, 11, 11, 10, 10, 11, 11, 11, 10, 11, 10, 11, 11, 10, 11, 22, 11, 11, 10, 10, 11, 10, 10, 11, 11, 11, 22, 11, 11, 10, 10, 10, 11, 11, 11, 11, 10, 11, 10, 11, 11, 11, 10, 16, 10, 22, 11, 9, 11, 12, 11, 11, 11, 10, 10, 10, 10, 11, 11, 11, 11, 22, 10.8, 11, 10, 11, 8, 10, 10, 11.700000000000001, 10, 11, 11, 10, 10, 11, 10, 22, 10, 11, 11, 11, 10, 11, 10, 10, 8, 13.5, 11, 11, 22, 11, 11, 10, 11, 11, 11, 11, 11, 11, 8, 10, 11, 11, 11, 11, 10, 11, 10, 11, 10, 11, 11, 11, 10, 10, 12, 11, 10, 11, 11, 11, 11, 11, 10, 9, 11, 10, 11, 10.8, 11, 11, 10, 11, 10.8, 11, 10, 11.700000000000001, 11, 11, 10, 10, 10, 10, 10, 10, 11, 10, 10, 10, 11, 11, 10, 11, 11, 12, 11, 10, 8, 11, 11, 10, 10.8, 10.8, 11, 10, 9, 8, 11, 10, 10.8, 10, 11, 22, 11, 11, 11, 11, 10.8, 11, 10, 11, 10, 11, 11, 9, 11, 11, 9, 11, 10, 10, 11, 11, 11, 10, 22, 11, 11, 10, 11, 11, 11, 11, 10, 11, 11, 10, 10, 11, 11, 10, 10, 22, 10, 22, 10, 11, 10.8, 11, 11, 11, 10, 11, 11, 11, 11, 22, 11, 10, 10.8, 11, 10, 10, 11, 11.700000000000001, 11, 11, 10, 11, 10, 11, 11, 11, 11, 10, 10, 10, 10, 10, 8, 11, 11, 10, 9, 11, 10, 11, 11, 9, 10, 11, 21, 10.8, 8, 13, 11, 11, 11, 10, 11, 11, 10, 11, 11, 11, 11, 11, 11, 11, 11, 10, 10, 11, 11, 11, 11, 11, 10, 11, 11, 10, 10, 11, 11, 10, 11, 11, 11, 11, 10, 9, 9, 8, 11, 10, 11, 11, 10, 10, 11.700000000000001, 11, 11, 11, 10.8, 10, 11, 8, 10, 10, 9, 11, 10, 11, 10, 10, 10, 10, 11, 11, 10, 9, 10.8, 11, 11, 10, 11, 10, 11, 11, 11, 10, 11, 9, 10, 8, 11, 21, 10, 11, 9, 10, 11, 11, 11, 10, 11, 11, 11, 10, 12.600000000000001, 11, 22, 10, 11, 10, 22, 10, 10, 10, 11, 11, 15, 10, 11, 11, 11, 11, 11, 10, 11, 11, 8, 10, 11, 10, 10, 10, 8, 10, 12, 10.8, 11, 10, 8, 10, 22, 11, 11, 11, 11, 11, 11, 10, 11, 11, 10.8, 11, 11, 10, 10, 10, 10, 10, 11, 10, 10.8, 10.8, 10, 11, 10, 11, 11, 9, 10, 11, 11, 10, 11, 10, 10.8, 10, 10, 11, 12, 11, 10, 10, 11, 11, 11, 10.8, 9.0, 10.8, 11, 10, 10, 10, 11, 11, 11, 9, 10, 10.8, 10, 10, 11, 11, 21, 11, 10, 11, 10, 11, 10, 11, 11, 9, 11, 11, 11, 11, 11, 11, 11, 10, 11, 11, 11, 11, 11, 11, 11, 11, 10, 11, 11, 10.8, 10, 9, 11, 10, 10, 10, 11, 9, 11, 11, 9, 11, 11, 10, 10, 11, 11, 11, 11, 11, 11, 11, 11, 10, 10, 11, 11, 10, 11, 11, 11, 11, 11, 9, 11, 11, 11, 10, 11, 10, 11, 11, 11, 11, 10, 10, 11, 10, 11, 8, 11, 9, 11, 10, 11, 11, 11, 11, 11, 11, 11, 11, 10, 22, 10, 11, 10, 10, 10, 10, 11, 11, 10, 11, 11, 11, 11, 11, 11, 11, 9, 10, 10, 10, 11, 11, 11, 8, 10, 9, 10, 11, 11, 11, 11, 11, 10, 11, 10, 10, 11, 10, 10, 11, 11, 10, 11, 11, 11, 10, 10, 11, 11, 10, 10, 10, 11, 10, 11, 10, 11, 11, 11, 11, 11, 10, 11, 22, 10, 11, 11, 10, 10, 11, 11, 10, 11, 10, 11, 11, 11, 8, 11, 11, 10, 22, 11, 10, 11, 11, 10, 11, 10, 10, 10, 11, 11, 11, 11, 10, 10, 10, 10, 11, 10, 10, 11, 11, 11, 9, 9, 11, 10, 11, 10, 10, 11, 11, 10, 11, 10, 11, 11, 11, 10, 11, 10, 10, 11, 11, 10.8, 10, 10, 22, 11, 11, 11, 10, 11, 8, 9, 11, 11, 11, 13, 11, 11, 10, 11, 11, 11, 11, 11, 9, 8, 11, 11, 10, 11, 11, 10, 11, 11, 11, 11, 11, 11, 11, 9, 10, 10, 11, 8, 10.8, 11, 10, 11, 11, 11, 11, 11, 11, 11, 10, 10, 10, 11, 11, 9, 11, 10, 11, 11, 8, 11, 11, 10, 11, 11, 12, 10.8, 9, 9, 12.600000000000001, 10, 10, 11, 11, 11, 11, 10, 11, 11, 10, 10.8, 10, 8, 10.8, 11.700000000000001, 10, 10, 11, 11, 10, 11, 11, 11, 11, 11, 11, 11, 10, 11, 11, 11.700000000000001, 10, 10, 11, 10, 11, 22, 11, 11, 10, 9, 11, 11, 11, 10, 11, 11, 11, 10, 10, 10.8, 11, 11, 11, 10, 11, 10, 10, 11, 10, 11, 11, 22, 9, 13.5, 11, 11, 11, 22, 10, 11, 11, 11, 9, 12.600000000000001, 11, 11, 11, 11, 11, 10, 10, 11, 11, 11, 10, 9, 10, 11, 10, 9, 11, 11, 22, 11, 10, 11, 11, 11, 9, 11, 10, 11, 10, 10, 10, 9, 11, 11, 11, 10, 11, 11, 11, 11, 10, 10, 11, 11, 9, 11, 10, 8, 11, 8, 10, 11.700000000000001, 10, 11, 11, 10, 10, 11, 10, 9, 11, 10, 10, 11, 11, 11, 10, 11, 8, 11, 10, 11, 11, 11, 11, 11, 11, 11, 10, 11, 10, 11, 10.8, 11, 11, 10, 11, 10, 10.8, 10.8, 11, 11, 10, 11, 11, 10, 11, 10, 11, 11, 10, 11, 10, 11, 10, 11, 10.8, 10, 10, 11, 10, 11, 11, 11, 11, 11, 11, 12.600000000000001, 11, 11, 10, 10, 10, 11, 10, 10, 11, 10, 11, 11, 11, 11, 11]
1.9866	2.0	690	9.8948	2.0826	[10, 9, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 9, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 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0.0372	29.0	10005	9.0	0.0295	[9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9]

Framework versions

• Transformers 4.34.0
• Pytorch 2.1.0+cu121
• Datasets 2.6.1
• Tokenizers 0.14.1