mango-16-0.00002-10-fin

bella05/mango-16-0.00002-10-fin

mango-16-0.00002-10-fin is a text classification model from bella05. Use it when you need a label for a piece of text. It is set up for transformers.

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

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At a glance

Task: Text Classification
Library: transformers
Model type: roberta
Access: Public
Created: Jun 13, 2024
Updated: Jun 13, 2024
SHA: dd0187f2

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Base models

klue/roberta-large

Model card

From the Hugging Face model README

mango-16-0.00002-10-fin

This model is a fine-tuned version of klue/roberta-large on the None dataset. It achieves the following results on the evaluation set:

Loss: 3.0500
Accuracy: 0.6357
F1: 0.6333

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: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
No log	1.0	466	2.1468	0.6171	0.6168
0.13	2.0	932	2.2649	0.6268	0.6204
0.137	3.0	1398	2.1698	0.6254	0.6221
0.1215	4.0	1864	2.1453	0.6265	0.6262
0.1048	5.0	2330	2.4639	0.6205	0.6214
0.0745	6.0	2796	2.7197	0.6341	0.6267
0.0524	7.0	3262	2.8052	0.6317	0.6283
0.0271	8.0	3728	2.9613	0.6297	0.6260
0.0146	9.0	4194	3.0469	0.6292	0.6282
0.0099	10.0	4660	3.0500	0.6357	0.6333

Framework versions

Transformers 4.34.1
Pytorch 2.1.0a0+b5021ba
Datasets 2.6.2
Tokenizers 0.14.1

Task: Text Classification
Library: transformers
Type: roberta
Created: Jun 13, 2024
Updated: Jun 13, 2024