autoevaluator
HF staff
Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator
d28ffdd
tags: | |
- generated_from_trainer | |
datasets: | |
- emotion | |
metrics: | |
- accuracy | |
- f1 | |
model-index: | |
- name: bertweet-base-finetuned-emotion | |
results: | |
- task: | |
type: text-classification | |
name: Text Classification | |
dataset: | |
name: emotion | |
type: emotion | |
args: default | |
metrics: | |
- type: accuracy | |
value: 0.9365 | |
name: Accuracy | |
- type: f1 | |
value: 0.9371 | |
name: F1 | |
- task: | |
type: text-classification | |
name: Text Classification | |
dataset: | |
name: emotion | |
type: emotion | |
config: default | |
split: test | |
metrics: | |
- type: accuracy | |
value: 0.923 | |
name: Accuracy | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZmM2MWE4ZjY5YTgwYTJiMjU3NzM2ZThhY2E1ZTMwODViYWQ3MjMyYWQwNjY5YmQzNWI4MDNkMDIzNjViNGFiZSIsInZlcnNpb24iOjF9.6EvBDfdNh_DOQdV5x7v-1kbmWOtC8y5_d05D-q4D6HijTs2CWCJq9fIxejdK_fhCmgrjplgg2nUivCKhdYhaCw | |
- type: precision | |
value: 0.8676576686813523 | |
name: Precision Macro | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYWNlYTE4YTNkYjc2OGEwZGUzYzI1MjNjOTc3NTNiMGQ0MWNmZjQwNTgzZWNmMzMzMTU4YjIyODQ2Njg3YzQ5NyIsInZlcnNpb24iOjF9.EKO1dxq7_i3YOM-qr_VsPmLdUtRmjqmAWZ3fwvhU8LINMf96FtpVidg-tzScuDvOuokSlyxuWWK0N5_W_7f9Dw | |
- type: precision | |
value: 0.923 | |
name: Precision Micro | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzQ5ZTA5ZTY0MjhhNWE0YjdiYTk5N2ZjMDlhYmViMTNiZjk5MTZjODUwNTQxNDRkNzFiNDgzZTRmYzAxMzg0NSIsInZlcnNpb24iOjF9.P0M_qss4GFeHpOBs3Qch7LqgkJRn_8rAqVYS1DJcWjSldPu9SAg9h_1XYgmHPt0AlkJQ3WJe4Kx_MBJJWpnEAw | |
- type: precision | |
value: 0.9268406401714973 | |
name: Precision Weighted | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzQ1MGVjZGQ4YmYxY2M0OTliMDAxY2VkNzU0YzI5ZWVlNWE2YjAzZDYwYzRiNmQwMjliNTQ5NDc2ZmViZGZhYSIsInZlcnNpb24iOjF9.x5qfOfbrYgVZfcOB2Bi18-bIHwK8G24njA0hUGkIQqJi8qhFXLU2pjhQtarHrrq_6A1eTADhgIyqMacpGM_TAQ | |
- type: recall | |
value: 0.8945488803260702 | |
name: Recall Macro | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2ZlZWQ3YjMwZGJlYWYyMjc2NTFlZDVkY2IyMjJlZmY3M2Q5MmMzNTQxZWFiNjY3YmY5ZDU5NzcwZTc4ODQ3ZSIsInZlcnNpb24iOjF9.uq3VbwWkRU1Y2ICazCwNJuoYpw-dDMWT8gdRWrC5astZCA4MB378utJv5C4LD1ZIfInjY_VYvawZtAJj7QLADw | |
- type: recall | |
value: 0.923 | |
name: Recall Micro | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWNhMWE4MzcwNDg5MTAxYzUxZmRkNGE5NjA1NjIwYTdkZDg4MWUyMjE0MWRjODA2NmRkNTg4MTZlNWRhMTE2ZSIsInZlcnNpb24iOjF9.-gqvwVg7e5Nz7_0gsnDfB5UQQzhj4F8DmEq8AaGB8wTO9TDavykemllYREzAe93NjW-50uCHFJmAtsAZXPKDAg | |
- type: recall | |
value: 0.923 | |
name: Recall Weighted | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzA3NDVmNWZkZDFjODVhY2UzNzUyMDJjMDcyN2NlZmNiMTc0NGRhOTRjMzhmOTVmMjJjMjZlOWU2MTUxZWMyMSIsInZlcnNpb24iOjF9.aMkVOk3SPDKoNhBXvWV3NhsZmlHbWSNxR5g8uM0GYbA6piMP9Knm8IHW47ixrsFI2a3dOlinpeMMZeZRvYoiBA | |
- type: f1 | |
value: 0.8798961895301041 | |
name: F1 Macro | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjlhZTgwYzc2OWZiNGMzMTBlNzM0YmMwMDMwNzk3Zjc0OGFhZDgwYjk2YzNkNjQ4MzVkOTc5MmQwZWI2NTY1YiIsInZlcnNpb24iOjF9._Z0Nb5e2Xyk_9Djq9oIIe6p_nFsbuda9jon8Q1SrTepkQZVMQEWEWAogGMUqkfN7YHYGWsqgaXV1G1GxLd9SDA | |
- type: f1 | |
value: 0.923 | |
name: F1 Micro | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYWRkMGM1MTdmM2QyMTM5NGFhZjcxNDQzODEzMWViOGZkMzZmODI3MjcxYzgyZDU1OWRjZjg0N2NhMzhiM2MxYyIsInZlcnNpb24iOjF9.aWqfU-Bc0fRVMwVwn_WL6vErIae_H8a3QWSgTwLLAsL0fXuvqskDzQeIZ0spUD7mfPlxqWUwkwgQz4vkJ1dyDw | |
- type: f1 | |
value: 0.9241278880972197 | |
name: F1 Weighted | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTYxNjk1OGEwZTgxMzE5ZjQ0NzY5NjUwMzUyYjhkMzU4YjEzMjRkYWJkMGY0NDc5MjU4YjA2MzAyOTY5MGJjMCIsInZlcnNpb24iOjF9.bRRF1cPvYN2-CHKhJdXVNzfQnf7ObMBut7LMAmr9oZnbDECtvlzO_GSwU-8Tse6HDn7BFUdloJUn-XfhSt_oBQ | |
- type: loss | |
value: 0.24626904726028442 | |
name: loss | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNGM0NTVkMjk5NjZmMmJkZGVkNzZjZWJmNzJhMmMxMTIwZDgxMTcxMTJiY2Q0Njc5YTliN2VmMzkxNGNkYzZjYiIsInZlcnNpb24iOjF9.wlQDSCjkdMc7UTaLMKrPlhFxmf7E2o2SE8pVprUkBjVcgiRZYbKdj0XECmBHhCEIJXSpO9fmUdcLO5qf4dv9BQ | |
<!-- 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. --> | |
# distilbert-base-uncased-finetuned-emotion | |
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the None dataset. | |
It achieves the following results on the evaluation set: | |
- Loss: 0.1995 | |
- Accuracy: 0.9365 | |
- F1: 0.9371 | |
## 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: 64 | |
- eval_batch_size: 64 | |
- seed: 42 | |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 | |
- lr_scheduler_type: linear | |
- num_epochs: 5 | |
### Training results | |
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | | |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:| | |
| 0.475 | 1.0 | 503 | 0.2171 | 0.928 | 0.9292 | | |
| 0.1235 | 2.0 | 1006 | 0.1764 | 0.9365 | 0.9372 | | |
| 0.0802 | 3.0 | 1509 | 0.1788 | 0.938 | 0.9388 | | |
| 0.0531 | 4.0 | 2012 | 0.2005 | 0.938 | 0.9388 | | |
| 0.0367 | 5.0 | 2515 | 0.1995 | 0.9365 | 0.9371 | | |
### Framework versions | |
- Transformers 4.13.0 | |
- Pytorch 1.11.0+cu113 | |
- Datasets 1.16.1 | |
- Tokenizers 0.10.3 | |