bert-base-cased-cv-studio_name-medium

jhonparra18/bert-base-cased-cv-studio_name-medium

bert-base-cased-cv-studio_name-medium is a text classification model from jhonparra18. 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. --

Downloads · 30 days

1% of all-time downloads

All-time downloads

1.5K

Public

Repo size

3.5 GB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.bin433 MB · 100%

At a glance

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Jul 14, 2022
Updated: Jul 14, 2022
SHA: 807a3b8c

Try a prompt

Model card

From the Hugging Face model README

bert-base-cased-cv-studio_name-medium

This model is a fine-tuned version of bert-base-cased on the None dataset. It achieves the following results on the evaluation set:

Loss: 2.3310
F1 Micro: 0.6388
F1 Macro: 0.5001

Model description

Predicts a studio name based on a CV text

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 16
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 20
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1 Micro	F1 Macro	Precision Micro	Recall Micro
1.4139	0.98	1000	1.3831	0.6039	0.6039	0.4188	0.6039	0.6039
1.1561	1.96	2000	1.2386	0.6554	0.6554	0.4743	0.6554	0.6554
0.9183	2.93	3000	1.2201	0.6576	0.6576	0.5011	0.6576	0.6576
0.677	3.91	4000	1.3478	0.6442	0.6442	0.5206	0.6442	0.6442
0.4857	4.89	5000	1.4765	0.6393	0.6393	0.5215	0.6393	0.6393
0.3318	5.87	6000	1.6924	0.6442	0.6442	0.5024	0.6442	0.6442
0.2273	6.84	7000	1.8645	0.6444	0.6444	0.5060	0.6444	0.6444
0.1396	7.82	8000	2.1143	0.6381	0.6381	0.5181	0.6381	0.6381
0.0841	8.8	9000	2.2699	0.6359	0.6359	0.5065	0.6359	0.6359
0.0598	9.78	10000	2.3310	0.6388	0.6388	0.5001	0.6388	0.6388

Framework versions

Transformers 4.19.0
Pytorch 1.8.2+cu111
Datasets 1.6.2
Tokenizers 0.12.1

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Jul 14, 2022
Updated: Jul 14, 2022