electra-ginza-based-ja-fc-classifier

liwii/electra-ginza-based-ja-fc-classifier

electra-ginza-based-ja-fc-classifier is a machine learning model from liwii. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as mit.

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

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At a glance

Library: transformers
License: mit
Model type: electra
Access: Public
Created: Jan 30, 2024
Updated: Jan 30, 2024
SHA: 0a1d3556

Base models

megagonlabs/transformers-ud-japanese-electra-base-ginza-520

Model card

From the Hugging Face model README

electra-ginza-based-ja-fc-classifier

This model is a fine-tuned version of megagonlabs/transformers-ud-japanese-electra-base-ginza-520 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.2376
Accuracy: 0.9258

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: 3.38340974405913e-05
train_batch_size: 16
eval_batch_size: 8
seed: 42
distributed_type: tpu
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
0.4988	1.0	1223	0.3910	0.8418
0.3011	2.0	2446	0.2376	0.9258
0.1658	3.0	3669	0.2649	0.9336

Framework versions

Transformers 4.34.0
Pytorch 2.0.0+cu118
Datasets 2.14.5
Tokenizers 0.14.0

Library: transformers
Type: electra
License: mit
Created: Jan 30, 2024
Updated: Jan 30, 2024