cardiffnlp/tweet_eval
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How to use TransferGraph/connectivity_bert_ft_qqp-7-finetuned-lora-tweet_eval_irony with PEFT:
from peft import PeftModel
from transformers import AutoModelForSequenceClassification
base_model = AutoModelForSequenceClassification.from_pretrained("connectivity/bert_ft_qqp-7")
model = PeftModel.from_pretrained(base_model, "TransferGraph/connectivity_bert_ft_qqp-7-finetuned-lora-tweet_eval_irony")This model is a fine-tuned version of connectivity/bert_ft_qqp-7 on the tweet_eval dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| accuracy | train_loss | epoch |
|---|---|---|
| 0.5194 | None | 0 |
| 0.5225 | 0.9807 | 0 |
| 0.5288 | 0.7045 | 1 |
| 0.5183 | 0.6919 | 2 |
| 0.6031 | 0.6812 | 3 |
| 0.6283 | 0.6556 | 4 |
| 0.5990 | 0.6307 | 5 |
| 0.6325 | 0.6121 | 6 |
| 0.6471 | 0.6077 | 7 |
Base model
connectivity/bert_ft_qqp-7