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ankush-003/
nosql-identifier-roberta-base

Name: nosql-identifier-roberta-base
Availability: InStock

generated_from_trainer

cardiffnlp/twitter-roberta-base-emotion

finetune

autotrain_compatible

endpoints_compatible

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nosql-identifier-roberta-base

This model is a fine-tuned version of cardiffnlp/twitter-roberta-base-emotion on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.8502
Accuracy: 0.775

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: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 15

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
No log	1.0	40	0.5647	0.825
No log	2.0	80	0.4160	0.75
No log	3.0	120	0.8697	0.75
No log	4.0	160	0.7257	0.775
No log	5.0	200	0.4974	0.875
No log	6.0	240	0.6685	0.85
No log	7.0	280	0.7686	0.85
No log	8.0	320	0.7531	0.875
No log	9.0	360	0.9639	0.8
No log	10.0	400	0.6153	0.9
No log	11.0	440	0.6570	0.875
No log	12.0	480	0.7417	0.825
0.2644	13.0	520	0.8697	0.825
0.2644	14.0	560	0.8611	0.8
0.2644	15.0	600	0.8502	0.775

Framework versions

Transformers 4.31.0
Pytorch 2.0.1+cu118
Datasets 2.13.1
Tokenizers 0.11.0

ankush-003/nosql-identifier-roberta-base

nosql-identifier-roberta-base

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

ankush-003/
nosql-identifier-roberta-base