summerschool-bert-hate

afaji/summerschool-bert-hate

summerschool-bert-hate is a text classification model from afaji. Use it when you need a label for a piece of text. 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

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Jun 14, 2024
Updated: Jun 14, 2024
SHA: e60ec5ee

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Base models

Model card

From the Hugging Face model README

summerschool-1layer-distill-irony

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

Loss: 1.6811
Accuracy: 0.5226

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: 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: 2

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.5919	0.1776	100	0.5602	0.718
0.5094	0.3552	200	0.5458	0.722
0.458	0.5329	300	0.5431	0.758
0.4826	0.7105	400	0.5628	0.758
0.4127	0.8881	500	0.5009	0.751
0.3931	1.0657	600	0.5868	0.751
0.287	1.2433	700	0.6045	0.767
0.262	1.4210	800	0.5380	0.771
0.2592	1.5986	900	0.5837	0.779
0.2711	1.7762	1000	0.5107	0.782
0.276	1.9538	1100	0.4911	0.796

Framework versions

Transformers 4.41.2
Pytorch 2.3.0+cu121
Datasets 2.20.0
Tokenizers 0.19.1

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Jun 14, 2024
Updated: Jun 14, 2024