knslee07/IMDB_sentiment_ELECTRA-small

Source: 🤗🏴‍☠️ Rescued by: isilicontext-classificationapache-2.014M params55 MBsafetensors✓ 7 checksumsupdated 1,061d ago

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IMDB Sentiment Analysis

This model is a fine-tuned version of google/electra-small-discriminator on the IMDB sentiment dataset. It achieves the following results on the evaluation set:

Loss: 0.2403
Accuracy: 0.9314
F1: 0.9314

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: 0.0002
train_batch_size: 48
eval_batch_size: 64
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.3176	1.0	834	0.2002	0.9228	0.9228
0.1522	2.0	1668	0.2017	0.9281	0.9281
0.073	3.0	2502	0.2403	0.9314	0.9314

Framework versions

Transformers 4.35.0
Pytorch 2.1.0+cpu
Datasets 2.14.6
Tokenizers 0.14.1

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