seed_1

marmolpen3/seed_1

seed_1 is a text classification model from marmolpen3. 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: bert
Access: Public
Created: May 2, 2024
Updated: May 2, 2024
SHA: 9e0bcb70

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Base models

Model card

From the Hugging Face model README

seed_1

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

Loss: 0.0251
Macro-f1: 0.7620
Micro-f1: 0.9517

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: 3e-05
train_batch_size: 8
eval_batch_size: 8
seed: 1
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 20.0
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Macro-f1	Micro-f1
0.0965	1.0	692	0.0395	0.3257	0.9201
0.0428	2.0	1384	0.0300	0.5948	0.9260
0.0202	3.0	2076	0.0251	0.7620	0.9517
0.0136	4.0	2768	0.0285	0.7234	0.9372
0.01	5.0	3460	0.0300	0.7252	0.9452
0.0068	6.0	4152	0.0286	0.7559	0.9501

Framework versions

Transformers 4.40.0
Pytorch 1.13.1
Datasets 2.19.0
Tokenizers 0.19.1

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: May 2, 2024
Updated: May 2, 2024