summerschool-bert-emotion

afaji/summerschool-bert-emotion

summerschool-bert-emotion 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. --

Downloads · 30 days

13% of all-time downloads

All-time downloads

Public

Parameters

109M

536 MB on disk

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.safetensors438 MB · 100%

At a glance

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Mar 9, 2024
Updated: Jun 14, 2024
SHA: a60a413d

Try a prompt

Base models

Model card

From the Hugging Face model README

results

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: 0.3016
Accuracy: 0.903

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: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
1.4263	0.16	100	1.1397	0.592
0.9469	0.32	200	0.7879	0.746
0.6107	0.48	300	0.4802	0.846
0.4503	0.64	400	0.3855	0.874
0.3673	0.8	500	0.3477	0.894
0.3684	0.96	600	0.3263	0.89

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: Mar 9, 2024
Updated: Jun 14, 2024