tiny-mlm-conll2003-from-scratch-target-rotten_tomatoes

muhtasham/tiny-mlm-conll2003-from-scratch-target-rotten_tomatoes

tiny-mlm-conll2003-from-scratch-target-rotten_tomatoes is a text classification model from muhtasham. Use it when you need a label for a piece of text. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Jan 22, 2023
Updated: Jan 23, 2023
SHA: 1050b235

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Model card

From the Hugging Face model README

tiny-mlm-conll2003-from-scratch-target-rotten_tomatoes

This model is a fine-tuned version of muhtasham/tiny-mlm-conll2003-from-scratch on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.8019
Accuracy: 0.7542
F1: 0.7530

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: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: constant
training_steps: 5000

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.6923	1.87	500	0.6888	0.5225	0.4666
0.6682	3.75	1000	0.6492	0.6398	0.6390
0.5146	5.62	1500	0.5507	0.7514	0.7512
0.3188	7.49	2000	0.5966	0.7645	0.7643
0.2517	9.36	2500	0.7016	0.7523	0.7517
0.1972	11.24	3000	0.7712	0.7514	0.7508
0.1741	13.11	3500	0.8019	0.7542	0.7530

Framework versions

Transformers 4.26.0.dev0
Pytorch 1.13.1+cu116
Datasets 2.8.1.dev0
Tokenizers 0.13.2

Task: Text Classification
Library: transformers
Type: bert
Created: Jan 22, 2023
Updated: Jan 23, 2023