stanfordnlp/imdb
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How to use muhtasham/medium-mlm-imdb-target-imdb with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("text-classification", model="muhtasham/medium-mlm-imdb-target-imdb") # Load model directly
from transformers import AutoTokenizer, AutoModelForSequenceClassification
tokenizer = AutoTokenizer.from_pretrained("muhtasham/medium-mlm-imdb-target-imdb")
model = AutoModelForSequenceClassification.from_pretrained("muhtasham/medium-mlm-imdb-target-imdb")This model is a fine-tuned version of muhtasham/medium-mlm-imdb on the imdb dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.2923 | 0.64 | 500 | 0.1860 | 0.9310 | 0.9642 |
| 0.2049 | 1.28 | 1000 | 0.0830 | 0.9708 | 0.9852 |
| 0.1569 | 1.92 | 1500 | 0.1258 | 0.9547 | 0.9768 |
| 0.1067 | 2.56 | 2000 | 0.5306 | 0.8643 | 0.9272 |
| 0.0837 | 3.2 | 2500 | 0.3883 | 0.9064 | 0.9509 |