roberta-large-go-emotions – AI Model by Prasadrao | AlphaNeural AI

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Prasadrao/
roberta-large-go-emotions

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text-classification

generated_from_trainer

text_classification

FacebookAI/roberta-large

autotrain_compatible

endpoints_compatible

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roberta-large-go-emotions

This model is a fine-tuned version of roberta-large on an go emotion dataset. It achieves the following results on the evaluation set:

Loss: 0.0827
Accuracy: 0.4589
Precision: 0.5252
Recall: 0.5203
F1: 0.5142

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: 5e-05
train_batch_size: 64
eval_batch_size: 64
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Precision	Recall	F1
No log	1.0	679	0.0864	0.4412	0.4810	0.4637	0.4557
0.1012	2.0	1358	0.0810	0.4410	0.5468	0.5244	0.5147
0.1012	3.0	2037	0.0820	0.4493	0.5180	0.5262	0.5092
0.0659	4.0	2716	0.0827	0.4589	0.5252	0.5203	0.5142

Framework versions

Transformers 4.37.0
Pytorch 2.1.2
Datasets 2.15.0
Tokenizers 0.15.1