small-mlm-imdb-target-tweet

muhtasham/small-mlm-imdb-target-tweet

small-mlm-imdb-target-tweet 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. The card lists the license as apache-2.0.

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

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At a glance

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Dec 11, 2022
Updated: Dec 11, 2022
SHA: 13b09770

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Datasets

tweet_eval

Model card

From the Hugging Face model README

small-mlm-imdb-target-tweet

This model is a fine-tuned version of muhtasham/small-mlm-imdb on the tweet_eval dataset. It achieves the following results on the evaluation set:

Loss: 2.2131
Accuracy: 0.7406
F1: 0.7432

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
num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.5821	4.9	500	0.8006	0.7540	0.7514
0.1013	9.8	1000	1.1662	0.7567	0.7562
0.0236	14.71	1500	1.5152	0.7540	0.7518
0.0125	19.61	2000	1.6963	0.7620	0.7581
0.0068	24.51	2500	1.9273	0.7380	0.7383
0.0042	29.41	3000	2.0042	0.7487	0.7500
0.0041	34.31	3500	2.2131	0.7406	0.7432

Framework versions

Transformers 4.25.1
Pytorch 1.12.1
Datasets 2.7.1
Tokenizers 0.13.2

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Dec 11, 2022
Updated: Dec 11, 2022