Comment_Score_By_douban_-finetuned-financial_data

lazyfrog/Comment_Score_By_douban_-finetuned-financial_data

Comment_Score_By_douban_-finetuned-financial_data is a text classification model from lazyfrog. 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: bert
Access: Public
Created: Feb 20, 2023
Updated: Feb 22, 2023
SHA: d31c696c

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Model card

From the Hugging Face model README

Comment_Score_By_douban_-finetuned-financial_data

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

Loss: 0.8968
Mse: 0.8968
Rmse: 0.9470
Mae: 0.7104
R2: 0.4941
Smape: 24.0094

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: 20
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	Mse	Rmse	Mae	R2	Smape
No log	1.0	169	0.8968	0.8968	0.9470	0.7104	0.4941	24.0094
No log	2.0	338	0.6792	0.6792	0.8241	0.6188	0.6169	21.1323
0.8399	3.0	507	0.6845	0.6845	0.8274	0.6031	0.6138	20.6587
0.8399	4.0	676	0.6598	0.6598	0.8123	0.5881	0.6278	20.1132
0.8399	5.0	845	0.6820	0.6820	0.8258	0.5909	0.6153	20.1342

Framework versions

Transformers 4.26.0
Pytorch 1.12.1+cu113
Datasets 2.9.0
Tokenizers 0.13.2

Task: Text Classification
Library: transformers
Type: bert
Created: Feb 20, 2023
Updated: Feb 22, 2023