bert-base-finetuned-sts-deprecated

eliza-dukim/bert-base-finetuned-sts-deprecated

bert-base-finetuned-sts-deprecated is a text classification model from eliza-dukim. Use it when you need a label for a piece of text. It is set up for transformers.

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

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At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Mar 2, 2022
Updated: Aug 11, 2021
SHA: 928fa592

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Datasets

klue

Model card

From the Hugging Face model README

bert-base-finetuned-sts

This model is a fine-tuned version of klue/bert-base on the klue dataset. It achieves the following results on the evaluation set:

Loss: 0.5657
Pearsonr: 0.8375

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: 128
eval_batch_size: 128
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	Pearsonr
No log	1.0	92	0.8280	0.7680
No log	2.0	184	0.6602	0.8185
No log	3.0	276	0.5939	0.8291
No log	4.0	368	0.5765	0.8367
No log	5.0	460	0.5657	0.8375

Framework versions

Transformers 4.9.2
Pytorch 1.9.0+cu102
Datasets 1.11.0
Tokenizers 0.10.3

Task: Text Classification
Library: transformers
Type: bert
Created: Mar 2, 2022
Updated: Aug 11, 2021