distilbert-base-uncased-finetuned-cola

DiamondLiu/distilbert-base-uncased-finetuned-cola

distilbert-base-uncased-finetuned-cola is a machine learning model from DiamondLiu. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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

License: apache-2.0
Model type: distilbert
Access: Public
Created: Aug 17, 2024
Updated: Aug 17, 2024
SHA: 19355153

Base models

Model card

From the Hugging Face model README

distilbert-base-uncased-finetuned-cola

This model is a fine-tuned version of distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.7954
Matthews Correlation: 0.5391

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: 2e-05
train_batch_size: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Matthews Correlation
0.5159	1.0	535	0.4536	0.4382
0.3438	2.0	1070	0.4693	0.5097
0.2295	3.0	1605	0.6624	0.5153
0.1717	4.0	2140	0.7954	0.5391
0.1275	5.0	2675	0.8511	0.5242

Framework versions

Transformers 4.44.0
Pytorch 2.3.1+cu121
Datasets 2.21.0
Tokenizers 0.19.1

Type: distilbert
License: apache-2.0
Created: Aug 17, 2024
Updated: Aug 17, 2024