base_emotion_0415

LaoLaoFish/base_emotion_0415

base_emotion_0415 is a text classification model from LaoLaoFish. 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: Apr 15, 2024
Updated: Apr 15, 2024
SHA: ae004f97

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Base models

Model card

From the Hugging Face model README

base_emotion_0415

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: 0.1231
Accuracy: 0.9555
F1: 0.9553
Precision:: 0.9564
Recall: 0.9555

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: 128
eval_batch_size: 128
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	Accuracy	F1	Precision:	Recall
0.1195	1.0	569	0.1104	0.9551	0.9548	0.9566	0.9551
0.1016	2.0	1138	0.1108	0.9557	0.9554	0.9569	0.9557
0.0946	3.0	1707	0.1156	0.9575	0.9573	0.9588	0.9574
0.0898	4.0	2276	0.1175	0.9560	0.9558	0.9570	0.9560
0.0839	5.0	2845	0.1231	0.9555	0.9553	0.9564	0.9555

Framework versions

Transformers 4.39.3
Pytorch 2.1.2
Datasets 2.18.0
Tokenizers 0.15.2

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Apr 15, 2024
Updated: Apr 15, 2024