Downloads · 30 days
5
19% of all-time downloads
results
manish1103125/results
results is a token classification model from manish1103125. Use it when you need labels on individual words, such as names. 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. --
All-time downloads
27
Public
Parameters
109M
436 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors436 MB · 100%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Apr 27, 2024
- Updated
- Apr 27, 2024
- SHA
- 6dd0578d
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. -->
results
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: 0.3835
- Precision: 0.6242
- Recall: 0.6563
- F1: 0.6399
- Accuracy: 0.9043
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: 5e-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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 368 | 0.3060 | 0.5800 | 0.6174 | 0.5981 | 0.8963 |
| 0.2936 | 2.0 | 736 | 0.2901 | 0.6033 | 0.6240 | 0.6135 | 0.8992 |
| 0.2936 | 3.0 | 1104 | 0.3063 | 0.6304 | 0.6364 | 0.6334 | 0.9052 |
| 0.1156 | 4.0 | 1472 | 0.3404 | 0.6293 | 0.6563 | 0.6425 | 0.9033 |
| 0.1156 | 5.0 | 1840 | 0.3835 | 0.6242 | 0.6563 | 0.6399 | 0.9043 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.1.2
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Apr 27, 2024
- Updated
- Apr 27, 2024