Downloads · 30 days
11
19% of all-time downloads
emotional-xlnet
sherelyn912/emotional-xlnet
emotional-xlnet is a text classification model from sherelyn912. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
All-time downloads
57
Public
Parameters
117M
470 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors469 MB · 99%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- xlnet
- Access
- Public
- Created
- Apr 13, 2024
- Updated
- Apr 13, 2024
- SHA
- 1af233e0
Try a prompt
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
emotional-xlnet
This model is a fine-tuned version of xlnet/xlnet-base-cased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.9968
- Accuracy: 0.3875
- F1: 0.3676
- Precision: 0.3990
- Recall: 0.3875
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: 16
- eval_batch_size: 16
- 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 | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 2.4746 | 1.0 | 270 | 2.3530 | 0.3085 | 0.2878 | 0.4138 | 0.3085 |
| 0.8581 | 2.0 | 540 | 2.1600 | 0.3466 | 0.3310 | 0.3603 | 0.3466 |
| 0.2628 | 3.0 | 810 | 2.3594 | 0.3575 | 0.3519 | 0.4060 | 0.3575 |
| 0.0791 | 4.0 | 1080 | 2.7493 | 0.3793 | 0.3643 | 0.3901 | 0.3793 |
| 0.0292 | 5.0 | 1350 | 2.9968 | 0.3875 | 0.3676 | 0.3990 | 0.3875 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- xlnet
- License
- mit
- Created
- Apr 13, 2024
- Updated
- Apr 13, 2024