fc-binary-prompt-unfrozen-model

liwii/fc-binary-prompt-unfrozen-model

fc-binary-prompt-unfrozen-model 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 apache-2.0.

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

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At a glance

Library: transformers
License: apache-2.0
Model type: distilbert
Access: Public
Created: Jan 21, 2024
Updated: Jan 21, 2024
SHA: a267c6c6

Base models

line-corporation/line-distilbert-base-japanese

Model card

From the Hugging Face model README

fc-binary-prompt-unfrozen-model

This model is a fine-tuned version of line-corporation/line-distilbert-base-japanese on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.2808
Accuracy: 0.9238

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: 0.0001
train_batch_size: 64
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: 6

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
No log	1.0	306	0.3327	0.875
0.3288	2.0	612	0.2602	0.8926
0.3288	3.0	918	0.2110	0.9160
0.1925	4.0	1224	0.2477	0.9180
0.1036	5.0	1530	0.2706	0.9199
0.1036	6.0	1836	0.2808	0.9238

Framework versions

Transformers 4.34.0
Pytorch 2.0.0+cu118
Datasets 2.14.5
Tokenizers 0.14.0

Library: transformers
Type: distilbert
License: apache-2.0
Created: Jan 21, 2024
Updated: Jan 21, 2024