Text Classification
Transformers
TensorBoard
Safetensors
distilbert
Generated from Trainer
text-embeddings-inference
Instructions to use lgk03/ACROSSAPPS_NDD-mrbs_test-content with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use lgk03/ACROSSAPPS_NDD-mrbs_test-content with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="lgk03/ACROSSAPPS_NDD-mrbs_test-content")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("lgk03/ACROSSAPPS_NDD-mrbs_test-content") model = AutoModelForSequenceClassification.from_pretrained("lgk03/ACROSSAPPS_NDD-mrbs_test-content", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ACROSSAPPS_NDD-mrbs_test-content
This model is a fine-tuned version of distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0645
- Accuracy: 0.9531
- F1: 0.9536
- Precision: 0.9573
- Recall: 0.9531
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: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.0476 | 1.0 | 672 | 0.0636 | 0.9558 | 0.9563 | 0.9605 | 0.9558 |
| 0.0308 | 2.0 | 1344 | 0.0645 | 0.9531 | 0.9536 | 0.9573 | 0.9531 |
Framework versions
- Transformers 4.43.1
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
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Model tree for lgk03/ACROSSAPPS_NDD-mrbs_test-content
Base model
distilbert/distilbert-base-uncased