Downloads · 30 days
19
5% of all-time downloads
ruRoberta-large_ner
KobanBanan/ruRoberta-large_ner
ruRoberta-large_ner is a token classification model from KobanBanan. 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
421
Public
Repo size
14.2 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin1.4 GB · 100%
At a glance
- Task
- Token Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Sep 8, 2023
- Updated
- Sep 9, 2023
- SHA
- 46c7298b
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. -->
ruRoberta-large_ner
This model is a fine-tuned version of ai-forever/ruRoberta-large on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1853
- Precision: 0.7273
- Recall: 0.8
- F1: 0.7619
- Accuracy: 0.9333
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 15 | 0.4171 | 0.5833 | 0.7 | 0.6364 | 0.8067 |
| No log | 2.0 | 30 | 0.2306 | 0.6765 | 0.7667 | 0.7188 | 0.9 |
| No log | 3.0 | 45 | 0.1853 | 0.7273 | 0.8 | 0.7619 | 0.9333 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.1.0.dev20230621+cu117
- Datasets 2.13.0
- Tokenizers 0.13.3
- Task
- Token Classification
- Library
- transformers
- Type
- roberta
- Created
- Sep 8, 2023
- Updated
- Sep 9, 2023