xlm-roberta-base-azsci-topics
This model is a fine-tuned version of FacebookAI/xlm-roberta-base on azsci_topics dataset. It achieves the following results on the evaluation set:
- Loss: 0.5075
- Precision: 0.8624
- Recall: 0.8707
- F1: 0.8645
- Accuracy: 0.8707
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- 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 | Precision | Recall | F1 | Accuracy |
---|---|---|---|---|---|---|---|
No log | 1.0 | 288 | 0.8674 | 0.6762 | 0.7422 | 0.6848 | 0.7422 |
1.3706 | 2.0 | 576 | 0.6110 | 0.8177 | 0.8264 | 0.8104 | 0.8264 |
1.3706 | 3.0 | 864 | 0.5391 | 0.8407 | 0.8490 | 0.8415 | 0.8490 |
0.5184 | 4.0 | 1152 | 0.5059 | 0.8505 | 0.8559 | 0.8493 | 0.8559 |
0.5184 | 5.0 | 1440 | 0.5075 | 0.8624 | 0.8707 | 0.8645 | 0.8707 |
Evaluation results
Topic | Precision | Recall | F1 | Support |
---|---|---|---|---|
Aqrar elmlər | 0.703704 | 0.703704 | 0.703704 | 27 |
Astronomiya | 0 | 0 | 0 | 2 |
Biologiya elmləri | 0.886598 | 0.819048 | 0.851485 | 105 |
Coğrafiya | 0.75 | 0.705882 | 0.727273 | 17 |
Filologiya elmləri | 0.91954 | 0.914286 | 0.916905 | 175 |
Fizika | 0.710526 | 0.794118 | 0.75 | 34 |
Fəlsəfə | 0.7 | 0.5 | 0.583333 | 14 |
Hüquq elmləri | 1 | 1 | 1 | 29 |
Kimya | 0.75 | 0.934426 | 0.832117 | 61 |
Memarlıq | 1 | 0.4 | 0.571429 | 5 |
Mexanika | 0 | 0 | 0 | 4 |
Pedaqogika | 0.854545 | 1 | 0.921569 | 47 |
Psixologiya | 0.823529 | 0.777778 | 0.8 | 18 |
Riyaziyyat | 0.891892 | 0.846154 | 0.868421 | 39 |
Siyasi elmlər | 0.785714 | 0.88 | 0.830189 | 25 |
Sosiologiya | 0 | 0 | 0 | 4 |
Sənətşünaslıq | 0.843137 | 0.914894 | 0.877551 | 47 |
Tarix | 0.857143 | 0.846154 | 0.851613 | 78 |
Texnika elmləri | 0.803922 | 0.788462 | 0.796117 | 104 |
Tibb elmləri | 0.929936 | 0.986486 | 0.957377 | 148 |
Yer elmləri | 0.692308 | 0.692308 | 0.692308 | 13 |
İqtisad elmləri | 0.972603 | 0.934211 | 0.95302 | 152 |
Əczaçılıq elmləri | 0 | 0 | 0 | 4 |
macro avg | 0.690222 | 0.671213 | 0.673235 | 1152 |
weighted avg | 0.862363 | 0.87066 | 0.864467 | 1152 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.1.0+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
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FacebookAI/xlm-roberta-base