Downloads · 30 days
7
21% of all-time downloads
orchid-sent-segment
bnunticha/orchid-sent-segment
orchid-sent-segment is a token classification model from bnunticha. Use it when you need labels on individual words, such as names. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
All-time downloads
34
Public
Parameters
105M
420 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors419 MB · 99%
At a glance
- Task
- Token Classification
- Library
- transformers
- Model type
- camembert
- Access
- Public
- Created
- Nov 19, 2023
- Updated
- Nov 19, 2023
- SHA
- a92cfedb
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. -->
orchid-sent-segment
This model is a fine-tuned version of airesearch/wangchanberta-base-att-spm-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4729
- Precision: 0.3111
- Recall: 0.5506
- F1: 0.3976
- Accuracy: 0.8112
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: 1e-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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 106 | 0.4453 | 0.3144 | 0.5502 | 0.4001 | 0.8142 |
| No log | 2.0 | 212 | 0.4762 | 0.3066 | 0.5489 | 0.3934 | 0.8077 |
| No log | 3.0 | 318 | 0.4729 | 0.3111 | 0.5506 | 0.3976 | 0.8112 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Token Classification
- Library
- transformers
- Type
- camembert
- Created
- Nov 19, 2023
- Updated
- Nov 19, 2023