finetuning-sentiment-longform-4500

amanda-cristina/finetuning-sentiment-longform-4500

finetuning-sentiment-longform-4500 is a text classification model from amanda-cristina. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as cc-by-sa-4.0.

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

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At a glance

Task: Text Classification
Library: transformers
License: cc-by-sa-4.0
Model type: longformer
Access: Public
Created: May 25, 2023
Updated: May 25, 2023
SHA: 31c4edb7

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Model card

From the Hugging Face model README

finetuning-sentiment-longform-4500

This model is a fine-tuned version of kiddothe2b/longformer-mini-1024 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.4095
Accuracy: 0.8168
F1: 0.8025

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: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.5864	1.0	563	0.4922	0.7614	0.7711
0.4896	2.0	1126	0.4363	0.8125	0.8120
0.4403	3.0	1689	0.4095	0.8168	0.8025

Framework versions

Transformers 4.29.2
Pytorch 2.0.1+cu118
Datasets 2.12.0
Tokenizers 0.13.3

Task: Text Classification
Library: transformers
Type: longformer
License: cc-by-sa-4.0
Created: May 25, 2023
Updated: May 25, 2023