Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
datasets:
|
| 4 |
+
- taskydata/tasky_or_not
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
+
metrics:
|
| 8 |
+
- f1
|
| 9 |
+
- accuracy
|
| 10 |
+
- recall
|
| 11 |
+
- precision
|
| 12 |
+
pipeline_tag: text-classification
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
**Hyperparameters:**
|
| 16 |
+
|
| 17 |
+
- learning rate: 2e-5
|
| 18 |
+
- weight decay: 0.01
|
| 19 |
+
- per_device_train_batch_size: 16
|
| 20 |
+
- per_device_eval_batch_size: 16
|
| 21 |
+
- gradient_accumulation_steps:1
|
| 22 |
+
- eval steps: 50000
|
| 23 |
+
- max_length: 512
|
| 24 |
+
- num_epochs: 1
|
| 25 |
+
- hidden_dropout_prob: 0.3
|
| 26 |
+
- attention_probs_dropout_prob: 0.25
|
| 27 |
+
|
| 28 |
+
**Dataset version:**
|
| 29 |
+
- taskydata/tasky_or_not
|
| 30 |
+
|
| 31 |
+
**Checkpoint:**
|
| 32 |
+
|
| 33 |
+
- 455000 steps.
|
| 34 |
+
|
| 35 |
+
**Results on Validation set:**
|
| 36 |
+
|
| 37 |
+
| **Step** | **Training Loss** | **Validation Loss** | **Accuracy** | **Precision** | **Recall** | **F1** |
|
| 38 |
+
|:--------:|:-----------------:|:-------------------:|:------------:|:-------------:|:----------:|:--------:|
|
| 39 |
+
| 50000 | 0.0148 | 0.10890 | 0.9798 | 0.9755 | 0.9843 | 0.9799 |
|
| 40 |
+
| 100000 | 0.0121 | 0.09090 | 0.9863 | 0.9958 | 0.9767 | 0.9862 |
|
| 41 |
+
| 150000 | 0.0080 | 0.11800 | 0.9863 | 0.9779 | 0.9950 | 0.9864 |
|
| 42 |
+
| 200000 | 0.0116 | 0.08965 | 0.9877 | 0.9905 | 0.9848 | 0.9876 |
|
| 43 |
+
| 250000 | 0.0073 | 3.50100 | 0.6507 | 0.5905 | 0.9830 | 0.7378 |
|
| 44 |
+
| 300000 | 0.0072 | 0.09807 | 0.9850 | 0.9863 | 0.9870 | 0.9849 |
|
| 45 |
+
| 350000 | 0.0053 | 0.09830 | 0.9854 | 0.9939 | 0.9870 | 0.9852 |
|
| 46 |
+
| 400000 | 0.0046 | 0.08130 | 0.9893 | 0.9957 | 0.9828 | 0.9892 |
|
| 47 |
+
| 450000 | 0.0054 | 0.61280 | 0.9095 | 0.5835 | 0.9888 | 0.9162 |
|