mirfan899
/

urdu-bert-ner

Token Classification

Transformers

PyTorch

bert

Generated from Trainer

Inference Endpoints

Model card Files Files and versions Community

mirfan899 commited on Oct 22, 2023

Commit

42b3f7b

1 Parent(s): 3d04aad

End of training

Browse files

Files changed (3) hide show

README.md +18 -11
pytorch_model.bin +1 -1
training_args.bin +1 -1

README.md CHANGED Viewed

@@ -20,11 +20,11 @@ should probably proofread and complete it, then remove this comment. -->
 This model is a fine-tuned version of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.1315
-- Precision: 0.7842
-- Recall: 0.8227
-- F1: 0.8030
-- Accuracy: 0.9573
 ## Model description
@@ -49,15 +49,22 @@ The following hyperparameters were used during training:
 - seed: 42
 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
 - lr_scheduler_type: linear
-- num_epochs: 3
 ### Training results
-| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
-|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
-| 0.1569        | 1.0   | 2272 | 0.1481          | 0.6980    | 0.8091 | 0.7494 | 0.9460   |
-| 0.1073        | 2.0   | 4544 | 0.1319          | 0.7720    | 0.8110 | 0.7910 | 0.9540   |
-| 0.0751        | 3.0   | 6816 | 0.1315          | 0.7842    | 0.8227 | 0.8030 | 0.9573   |
 ### Framework versions

 This model is a fine-tuned version of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) on an unknown dataset.
 It achieves the following results on the evaluation set:
+- Loss: 0.2125
+- Precision: 0.8073
+- Recall: 0.8272
+- F1: 0.8171
+- Accuracy: 0.9592
 ## Model description
 - seed: 42
 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
 - lr_scheduler_type: linear
+- num_epochs: 10
 ### Training results
+| Training Loss | Epoch | Step  | Validation Loss | Precision | Recall | F1     | Accuracy |
+|:-------------:|:-----:|:-----:|:---------------:|:---------:|:------:|:------:|:--------:|
+| 0.1593        | 1.0   | 2272  | 0.1469          | 0.7158    | 0.8005 | 0.7558 | 0.9468   |
+| 0.1154        | 2.0   | 4544  | 0.1304          | 0.7720    | 0.8116 | 0.7913 | 0.9547   |
+| 0.0862        | 3.0   | 6816  | 0.1381          | 0.7912    | 0.8117 | 0.8013 | 0.9557   |
+| 0.0673        | 4.0   | 9088  | 0.1404          | 0.8006    | 0.8099 | 0.8052 | 0.9567   |
+| 0.0515        | 5.0   | 11360 | 0.1511          | 0.8135    | 0.8063 | 0.8099 | 0.9578   |
+| 0.0402        | 6.0   | 13632 | 0.1666          | 0.8030    | 0.8235 | 0.8131 | 0.9582   |
+| 0.0286        | 7.0   | 15904 | 0.1848          | 0.8066    | 0.8208 | 0.8137 | 0.9579   |
+| 0.022         | 8.0   | 18176 | 0.1957          | 0.8060    | 0.8226 | 0.8142 | 0.9585   |
+| 0.0201        | 9.0   | 20448 | 0.2062          | 0.8022    | 0.8283 | 0.8151 | 0.9585   |
+| 0.0164        | 10.0  | 22720 | 0.2125          | 0.8073    | 0.8272 | 0.8171 | 0.9592   |
 ### Framework versions

pytorch_model.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7252375deb630f8b3a45abb49b47933581569c4ae2de946e1fc37070fbff562a
 size 709143721

 version https://git-lfs.github.com/spec/v1
+oid sha256:2fbda0c3fe6b4bf92d244d06bcc72893516cae3421b6748338fb0f62ed23d9f5
 size 709143721

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:da287445f1c3bfc16e181e70b98f56002f036741e8b1854d0232f52043eeb68b
 size 4027

 version https://git-lfs.github.com/spec/v1
+oid sha256:c0da4f17d9bf02691532ccc44496c1761fee161b7c071826a3e2aae389f32955
 size 4027