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Mardiyyah/
CeLLaTe-tapt-bioformer16l-tokenizer-original-baseline_no_groupText

Name: CeLLaTe-tapt-bioformer16l-tokenizer-original-baseline_no_groupText
Availability: InStock

generated_from_trainer

apache-2.0

endpoints_compatible

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CeLLaTe-tapt-bioformer16l-tokenizer-original-baseline_no_groupText

This model is a fine-tuned version of bioformers/bioformer-16l on the Mardiyyah/TAPT_CeLLaTe2.0 dataset. It achieves the following results on the evaluation set:

Loss: 1.3755
Accuracy: 0.7221
Perplexity: 3.9572

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: 3e-05
train_batch_size: 32
eval_batch_size: 32
seed: 3407
gradient_accumulation_steps: 2
total_train_batch_size: 64
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-06 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.06
num_epochs: 100
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Perplexity
1.162	1.0	1	1.2860	0.7353	3.6182
1.2649	2.0	2	1.2482	0.7288	3.4841
1.2806	3.0	3	1.2366	0.7260	3.4439
1.2221	4.0	4	1.1888	0.7578	3.2832
1.3136	5.0	5	1.1949	0.7511	3.3033
1.3282	6.0	6	1.2321	0.7289	3.4284
1.283	7.0	7	1.2136	0.7157	3.3656
1.2282	8.0	8	1.1614	0.7404	3.1945
1.3113	9.0	9	1.1683	0.7448	3.2164
1.1744	10.0	10	1.1764	0.7433	3.2425
1.1868	11.0	11	1.1305	0.7580	3.0972
1.2028	12.0	12	1.3218	0.7182	3.7503
1.1303	13.0	13	1.4027	0.6992	4.0663
1.2429	14.0	14	1.2150	0.7514	3.3701
1.2672	15.0	15	1.2561	0.7347	3.5118
1.1134	16.0	16	1.3824	0.7135	3.9846

Framework versions

Transformers 4.48.2
Pytorch 2.4.1+cu121
Datasets 3.0.2
Tokenizers 0.21.0

Mardiyyah/CeLLaTe-tapt-bioformer16l-tokenizer-original-baseline_no_groupText

CeLLaTe-tapt-bioformer16l-tokenizer-original-baseline_no_groupText

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Mardiyyah/
CeLLaTe-tapt-bioformer16l-tokenizer-original-baseline_no_groupText