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Mardiyyah/
CeLLaTe-tapt-bioformer16l-tokenizer-original-spanmask-combinedData

Name: CeLLaTe-tapt-bioformer16l-tokenizer-original-spanmask-combinedData
Availability: InStock

generated_from_trainer

apache-2.0

endpoints_compatible

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CeLLaTe-tapt-bioformer16l-tokenizer-original-spanmask-combinedData

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

Loss: 2.4313
Accuracy: 0.5592
Perplexity: 11.3734

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
3.2395	1.0	29	2.7241	0.5309	15.2428
2.9615	2.0	58	2.6084	0.5384	13.5772
2.8711	3.0	87	2.5849	0.5398	13.2621
2.8244	4.0	116	2.5672	0.5422	13.0289
2.8053	5.0	145	2.5546	0.5471	12.8658
2.7995	6.0	174	2.5014	0.5477	12.2000
2.7511	7.0	203	2.5206	0.5434	12.4366
2.7662	8.0	232	2.4845	0.5516	11.9951
2.7266	9.0	261	2.5541	0.5451	12.8597
2.7294	10.0	290	2.4709	0.5538	11.8326
2.7071	11.0	319	2.5285	0.5480	12.5352
2.6804	12.0	348	2.4847	0.5493	11.9975
2.6619	13.0	377	2.5265	0.5459	12.5100
2.6361	14.0	406	2.4463	0.5548	11.5458
2.6503	15.0	435	2.4666	0.5548	11.7824
2.6363	16.0	464	2.4632	0.5513	11.7418
2.6221	17.0	493	2.4676	0.5567	11.7935
2.6248	18.0	522	2.4870	0.5486	12.0255
2.6232	19.0	551	2.4810	0.5500	11.9531

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-spanmask-combinedData

CeLLaTe-tapt-bioformer16l-tokenizer-original-spanmask-combinedData

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Mardiyyah/
CeLLaTe-tapt-bioformer16l-tokenizer-original-spanmask-combinedData