sentence_sentiments_analysis_roberta

UholoDala/sentence_sentiments_analysis_roberta

sentence_sentiments_analysis_roberta is a text classification model from UholoDala. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.

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

Downloads · 30 days

2% of all-time downloads

All-time downloads

445

Public

Repo size

3 GB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.bin499 MB · 99%

At a glance

Task: Text Classification
Library: transformers
License: mit
Model type: roberta
Access: Public
Created: Aug 31, 2023
Updated: Aug 31, 2023
SHA: e42d2f6e

Try a prompt

Base models

Spaces

Model card

From the Hugging Face model README

sentence_sentiments_analysis_roberta

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

Loss: 0.2736
F1-score: 0.9119

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: 5e-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: 5

Training results

Training Loss	Epoch	Step	Validation Loss	F1-score
0.3477	1.0	2500	0.3307	0.9112
0.2345	2.0	5000	0.2736	0.9119
0.175	3.0	7500	0.3625	0.9161
0.1064	4.0	10000	0.3272	0.9358
0.07	5.0	12500	0.3291	0.9380

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3

Task: Text Classification
Library: transformers
Type: roberta
License: mit
Created: Aug 31, 2023
Updated: Aug 31, 2023