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IMDB_sentiment_ELECTRA-small

Text Classification
Transformers
Safetensors
electra
Generated from Trainer
Inference Endpoints
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IMDB_sentiment_ELECTRA-small / README.md
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metadata
license: apache-2.0
base_model: google/electra-small-discriminator
tags:
  - generated_from_trainer
metrics:
  - accuracy
  - f1
model-index:
  - name: HF_results
    results: []

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