distilbert-base-uncased-finetuned-emotion

BellaAndBria/distilbert-base-uncased-finetuned-emotion

distilbert-base-uncased-finetuned-emotion is a text classification model from BellaAndBria. 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: distilbert
Access: Public
Created: Jun 21, 2022
Updated: Jun 21, 2022
SHA: b19bf3ff

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Datasets

emotion

Model card

From the Hugging Face model README

distilbert-base-uncased-finetuned-emotion

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

Loss: 0.1611
Accuracy: 0.9425
F1: 0.9424

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: 64
eval_batch_size: 64
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3.0

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.1358	1.0	250	0.1765	0.9345	0.9340
0.0885	2.0	500	0.1588	0.937	0.9371
0.0727	3.0	750	0.1611	0.9425	0.9424

Framework versions

Transformers 4.20.0
Pytorch 1.11.0+cu113
Datasets 2.3.2
Tokenizers 0.12.1

Task: Text Classification
Library: transformers
Type: distilbert
License: apache-2.0
Created: Jun 21, 2022
Updated: Jun 21, 2022