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crossencoder-tynybert-km1
srmishra/crossencoder-tynybert-km1
crossencoder-tynybert-km1 is a text classification model from srmishra. Use it when you need a label for a piece of text. 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. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Feb 16, 2024
- Updated
- Feb 16, 2024
- SHA
- 7841cb92
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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. -->
crossencoder-tynybert-km1
This model is a fine-tuned version of cross-encoder/stsb-TinyBERT-L-4 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0014
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
- lr_scheduler_warmup_steps: 500
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.0054 | 1.0 | 125 | 0.0074 |
| 0.005 | 2.0 | 250 | 0.0051 |
| 0.0035 | 3.0 | 375 | 0.0008 |
| 0.0015 | 4.0 | 500 | 0.0010 |
| 0.0026 | 5.0 | 625 | 0.0031 |
| 0.0011 | 6.0 | 750 | 0.0017 |
| 0.0009 | 7.0 | 875 | 0.0017 |
| 0.001 | 8.0 | 1000 | 0.0010 |
| 0.0008 | 9.0 | 1125 | 0.0013 |
| 0.0008 | 10.0 | 1250 | 0.0014 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0
- Datasets 2.14.6
- Tokenizers 0.15.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Feb 16, 2024
- Updated
- Feb 16, 2024