|
--- |
|
license: apache-2.0 |
|
language: |
|
- en |
|
metrics: |
|
- f1 |
|
--- |
|
|
|
|
|
<!-- 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. --> |
|
|
|
# switch-base-8-finetuned |
|
|
|
This model is a fine-tuned version of [google/switch-base-8](https://huggingface.co/google/switch-base-8) on the SemEval-2018-Task-2 emojis english dataset. |
|
It achieves the following results on the evaluation set: |
|
- Accuracy: 50.174 % |
|
- Mac-F1: 36.660 % |
|
|
|
|
|
# Model description |
|
|
|
## More information needed |
|
|
|
- **Model type:** Language model |
|
- **Language(s) (NLP):** English |
|
- **License:** Apache 2.0 |
|
- **Related Models:** [All Switch Transformers Checkpoints](https://huggingface.co/models?search=switch) |
|
- **Original Checkpoints:** [All Original Switch Transformers Checkpoints](https://github.com/google-research/t5x/blob/main/docs/models.md#mixture-of-experts-moe-checkpoints) |
|
- **Resources for more information:** |
|
- [Research paper](https://arxiv.org/pdf/2101.03961.pdf) |
|
- [GitHub Repo](https://github.com/google-research/t5x) |
|
- [Hugging Face Switch Transformers Docs (Similar to T5) ](https://huggingface.co/docs/transformers/model_doc/switch_transformers) |
|
|
|
|
|
### Training hyperparameters |
|
|
|
The following hyperparameters were used during training: |
|
- learning_rate: 1e-4 |
|
- train_batch_size: 464 |
|
- eval_batch_size: 512 |
|
- seed: 42 |
|
- num_epochs: 30 |
|
|
|
### Testing results |
|
|
|
|
|
| SemEval Testing Data | accuracy | Mac-F1 | |
|
|:---------------------------------------------------:|:------------:|:----------:| |
|
| "Tubingen-Oslo" First SemEval Team | 47.09% | 35.99% | |
|
| [switch-base-8-finetuned-SemEval-2018-emojis-cen-1](https://huggingface.co/Karim-Gamal/switch-base-8-finetuned-SemEval-2018-emojis-cen-1) | 48.040% | 33.239% | |
|
| [switch-base-8-finetuned-SemEval-2018-emojis-cen-2](https://huggingface.co/Karim-Gamal/switch-base-8-finetuned-SemEval-2018-emojis-cen-2) | 50.174% | 36.660% | |
|
| [switch-base-8-finetuned-SemEval-2018-emojis-IID-Fed](https://huggingface.co/Karim-Gamal/switch-base-8-finetuned-SemEval-2018-emojis-IID-Fed) | 50.750% | 37.355% | |
|
|
|
|
|
## Google colab to test the models on SemEval test dataset : [The Notebook](https://colab.research.google.com/drive/1CJWfCyT8ofz1xg6W_F5YCMyTpCs36_PP?usp=sharing) |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.25.1 |
|
- Pytorch 1.13.1+cu116 |
|
- Tokenizers 0.13.2 |
