sentence_sentiments_analysis_distilbert

UholoDala/sentence_sentiments_analysis_distilbert

sentence_sentiments_analysis_distilbert 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 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: Aug 28, 2023
Updated: Aug 29, 2023
SHA: 5c6cc46f

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From the Hugging Face model README

sentence_sentiments_analysis_distilbert

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

Loss: 0.2850
F1-score: 0.8986

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
0.3178	1.0	2500	0.2850	0.8986
0.2157	2.0	5000	0.3249	0.9046
0.1018	3.0	7500	0.4707	0.9080
0.0295	4.0	10000	0.5929	0.9090
0.0133	5.0	12500	0.6411	0.9120

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: distilbert
License: apache-2.0
Created: Aug 28, 2023
Updated: Aug 29, 2023