Commit
•
6e53f24
1
Parent(s):
e6942b1
Initial version
Browse files
README.md
ADDED
|
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
base_model: classla/xlm-roberta-base-multilingual-text-genre-classifier
|
| 4 |
+
tags:
|
| 5 |
+
- Italian
|
| 6 |
+
- legal ruling
|
| 7 |
+
- generated_from_trainer
|
| 8 |
+
metrics:
|
| 9 |
+
- f1
|
| 10 |
+
- accuracy
|
| 11 |
+
model-index:
|
| 12 |
+
- name: ribesstefano/RuleBert-v0.1-k1
|
| 13 |
+
results: []
|
| 14 |
+
---
|
| 15 |
+
|
| 16 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 17 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 18 |
+
|
| 19 |
+
# ribesstefano/RuleBert-v0.1-k1
|
| 20 |
+
|
| 21 |
+
This model is a fine-tuned version of [classla/xlm-roberta-base-multilingual-text-genre-classifier](https://huggingface.co/classla/xlm-roberta-base-multilingual-text-genre-classifier) on the None dataset.
|
| 22 |
+
It achieves the following results on the evaluation set:
|
| 23 |
+
- Loss: 0.3207
|
| 24 |
+
- F1: 0.4762
|
| 25 |
+
- Roc Auc: 0.6657
|
| 26 |
+
- Accuracy: 0.0
|
| 27 |
+
|
| 28 |
+
## Model description
|
| 29 |
+
|
| 30 |
+
More information needed
|
| 31 |
+
|
| 32 |
+
## Intended uses & limitations
|
| 33 |
+
|
| 34 |
+
More information needed
|
| 35 |
+
|
| 36 |
+
## Training and evaluation data
|
| 37 |
+
|
| 38 |
+
More information needed
|
| 39 |
+
|
| 40 |
+
## Training procedure
|
| 41 |
+
|
| 42 |
+
### Training hyperparameters
|
| 43 |
+
|
| 44 |
+
The following hyperparameters were used during training:
|
| 45 |
+
- learning_rate: 2e-05
|
| 46 |
+
- train_batch_size: 4
|
| 47 |
+
- eval_batch_size: 64
|
| 48 |
+
- seed: 42
|
| 49 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 50 |
+
- lr_scheduler_type: linear
|
| 51 |
+
- training_steps: 4000
|
| 52 |
+
- mixed_precision_training: Native AMP
|
| 53 |
+
|
| 54 |
+
### Training results
|
| 55 |
+
|
| 56 |
+
| Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
|
| 57 |
+
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
|
| 58 |
+
| 0.3316 | 0.14 | 250 | 0.3375 | 0.4771 | 0.6730 | 0.0 |
|
| 59 |
+
| 0.3343 | 0.28 | 500 | 0.3277 | 0.4724 | 0.6700 | 0.0 |
|
| 60 |
+
| 0.3328 | 0.41 | 750 | 0.3235 | 0.4624 | 0.6623 | 0.0 |
|
| 61 |
+
| 0.3365 | 0.55 | 1000 | 0.3227 | 0.4663 | 0.6635 | 0.0 |
|
| 62 |
+
| 0.3257 | 0.69 | 1250 | 0.3236 | 0.4669 | 0.6633 | 0.0 |
|
| 63 |
+
| 0.3194 | 0.83 | 1500 | 0.3243 | 0.4912 | 0.6768 | 0.0 |
|
| 64 |
+
| 0.3232 | 0.97 | 1750 | 0.3223 | 0.4714 | 0.6645 | 0.0 |
|
| 65 |
+
| 0.3151 | 1.11 | 2000 | 0.3216 | 0.4727 | 0.6650 | 0.0 |
|
| 66 |
+
| 0.3229 | 1.24 | 2250 | 0.3217 | 0.4756 | 0.6665 | 0.0 |
|
| 67 |
+
| 0.323 | 1.38 | 2500 | 0.3237 | 0.4736 | 0.6651 | 0.0 |
|
| 68 |
+
| 0.3175 | 1.52 | 2750 | 0.3222 | 0.4731 | 0.6647 | 0.0 |
|
| 69 |
+
| 0.3133 | 1.66 | 3000 | 0.3203 | 0.4739 | 0.6651 | 0.0 |
|
| 70 |
+
| 0.3089 | 1.8 | 3250 | 0.3205 | 0.4751 | 0.6654 | 0.0 |
|
| 71 |
+
| 0.3285 | 1.94 | 3500 | 0.3208 | 0.4759 | 0.6657 | 0.0 |
|
| 72 |
+
| 0.3119 | 2.07 | 3750 | 0.3207 | 0.4768 | 0.6660 | 0.0 |
|
| 73 |
+
| 0.3169 | 2.21 | 4000 | 0.3207 | 0.4762 | 0.6657 | 0.0 |
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
### Framework versions
|
| 77 |
+
|
| 78 |
+
- Transformers 4.36.2
|
| 79 |
+
- Pytorch 2.1.0+cu121
|
| 80 |
+
- Datasets 2.16.1
|
| 81 |
+
- Tokenizers 0.15.0
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 1112334200
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8e0f861ff674a74df3d9249f2e57512da57fad24faaf4760bdacef6d3b447077
|
| 3 |
size 1112334200
|
runs/Jan07_16-29-32_1f54fefc10ec/events.out.tfevents.1704644974.1f54fefc10ec.1503.4
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:11b7deb90d28fbd45b921b4a7168c1700b71254694136825c07446a533c298aa
|
| 3 |
+
size 28094
|