Downloads · 30 days
7
17% of all-time downloads
stop_reasons
ilaananta1920/stop_reasons
stop_reasons is a text classification model from ilaananta1920. 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. --
All-time downloads
41
Public
Parameters
108M
867 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors433 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Apr 8, 2024
- Updated
- Apr 8, 2024
- SHA
- 7febcf62
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. -->
stop_reasons
This model is a fine-tuned version of domenicrosati/ClinicalTrialBioBert on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4674
- Accuracy Thresh: 0.4706
- F1 Micro: 0.0526
- F1 Macro: 0.0062
- Confusion Matrix: [[286 0] [ 20 0]]
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 7
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy Thresh | F1 Micro | F1 Macro | Confusion Matrix |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 6 | 0.6000 | 0.0654 | 0.0 | 0.0 | [[286 0] |
| [ 20 0]] | |||||||
| No log | 2.0 | 12 | 0.5413 | 0.1699 | 0.0 | 0.0 | [[286 0] |
| [ 20 0]] | |||||||
| No log | 3.0 | 18 | 0.5106 | 0.2876 | 0.0541 | 0.0065 | [[286 0] |
| [ 20 0]] | |||||||
| No log | 4.0 | 24 | 0.4902 | 0.3595 | 0.0526 | 0.0062 | [[286 0] |
| [ 20 0]] | |||||||
| No log | 5.0 | 30 | 0.4775 | 0.4641 | 0.0526 | 0.0062 | [[286 0] |
| [ 20 0]] | |||||||
| No log | 6.0 | 36 | 0.4701 | 0.4706 | 0.0526 | 0.0062 | [[286 0] |
| [ 20 0]] | |||||||
| No log | 7.0 | 42 | 0.4674 | 0.4706 | 0.0526 | 0.0062 | [[286 0] |
| [ 20 0]] |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Apr 8, 2024
- Updated
- Apr 8, 2024