Erlangshen-Longformer-110M-finetuning-wallstreetcn-morning-news-market-overview-open-000001SH-v1

This model is a fine-tuned version of IDEA-CCNL/Erlangshen-Longformer-110M on the dataset of Wallstreetcn Morning News Market Overview with overnight index (000001.SH) movement labels. It achieves the following results on the best evaluation set:

• Loss: 0.7186
• Accuracy: 0.6552

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: 8
• eval_batch_size: 8
• 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
No log	1.0	38	0.6779	0.5862
No log	2.0	76	0.6771	0.5862
No log	3.0	114	0.6752	0.5862
No log	4.0	152	0.7186	0.6552
No log	5.0	190	0.7296	0.5862
No log	6.0	228	0.7948	0.5862
No log	7.0	266	0.9698	0.6207
No log	8.0	304	1.0275	0.5862
No log	9.0	342	1.0434	0.6207
No log	10.0	380	1.0603	0.5862

Framework versions

• Transformers 4.31.0
• Pytorch 2.0.1+cu118
• Datasets 2.14.2
• Tokenizers 0.13.3