File size: 4,252 Bytes
7dfa11e
 
 
 
 
 
 
 
cf10b45
 
 
 
 
83449f9
cf10b45
 
 
 
 
83449f9
cf10b45
83449f9
cf10b45
 
 
 
 
 
 
 
 
83449f9
cf10b45
83449f9
cf10b45
83449f9
 
cf10b45
83449f9
cf10b45
83449f9
 
cf10b45
83449f9
cf10b45
83449f9
 
 
 
cf10b45
83449f9
 
cf10b45
83449f9
cf10b45
83449f9
 
 
 
cf10b45
83449f9
 
cf10b45
83449f9
cf10b45
83449f9
7dfa11e
 
 
 
 
dace771
7dfa11e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- glue
metrics:
- accuracy
model-index:
- name: autoevaluate-binary-classification
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: glue
      type: glue
      args: sst2
    metrics:
    - type: accuracy
      value: 0.8967889908256881
      name: Accuracy
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: glue
      type: glue
      config: sst2
      split: validation
    metrics:
    - type: accuracy
      value: 0.8967889908256881
      name: Accuracy
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODYyYzVkYjBhYjYzYzJjOWVmNmM3ZjU0NGUwMDdlM2YzYzc0YTZhODg3OWU5MDAxNDFlYmQxYTY5NWNkODEzNSIsInZlcnNpb24iOjF9.2sVz9OnBR_sWbfCXaPECZrdxUA1ec4zOrTQa0mWMnHZO22-mb7oUUto4Zf88neSZd0GpKKFlp3_DtaZE-fR5DA
    - type: precision
      value: 0.8898678414096917
      name: Precision
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDY2NGUxYWEzNmI0ZDg3NmRlMjA5OTVkZGY1MTlmNDM1MjczNGQxNzY4NjVmZTM2NzU5MGRhNzU3MTZmZjlkNCIsInZlcnNpb24iOjF9.0NYcCYHeHqJB7AYk2P3f2zysLIdHHVvjgKX5Rfk4bCfECDjxTzDYKyH_nNQ-Thifrd3j517NkFGeJNX22bSZCw
    - type: recall
      value: 0.9099099099099099
      name: Recall
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNGNkMGUwNTBmZDgzZDJjNDA1ZjA2MjE4ZWFjZGQ2NWQ1ZmU4NjAxMGU1Mzc5YTg4MzcwOTQ1YTgzM2EyNmZkOCIsInZlcnNpb24iOjF9.5iPQ7kP_QKTS5tdpu0KsVVLI26ala7kxBP1eilPignOLCc-gmhuJcrufQUGf0VslApT1gQUb4l6PUvP74FwDDQ
    - type: auc
      value: 0.9672186789593331
      name: AUC
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTI3MGE5NmYyNzY5YzQ3MmJmNGQ0NjgwOTk1YzY3ZjRjNjViNzcxZDgyNzMxMDJiZTc3NjE2ZGRjYzE2ZThmNSIsInZlcnNpb24iOjF9.qqFgxzJYtr7hZXTn07uXtj8sfaBxWToyDXdsigQXxgA4C7X2QK42b5x1E8j1WKp0sHHWltmBpslNPuFx9JM6DA
    - type: f1
      value: 0.8997772828507795
      name: F1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOWE0ZTg2NmRhMTYzZDFiZWZlNzlhMzI1OGYyOGM2OTA1NTFiOTRmZjZhODdlOWE2ZWZlMWIwNjJkZmY1ZWEzNCIsInZlcnNpb24iOjF9.6cKV-SgBLxoYCoJE77LNzhlHlGSYHlmdSH-ODl2JlisdfldiCiKcyZ81fjEwYu74uznbkVN09s_xBaZJ4Og2Aw
    - type: loss
      value: 0.30092036724090576
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzk0Y2RkYzQ5MTMxNzAzZGRlYTU2OGYwYzExZmYxYjQ2YTBkYTM1NjY0YjhlOGExMTkyYmM5ZDAxY2QwOWUxOCIsInZlcnNpb24iOjF9.i7J8HW_2QfiLWWqddRyy9d383AGwJo4QUbC-xZmNtRaUn7wq-3HCjPFCVujzTZNFjiL_6KWSEiFr7AKjRwOKDA
    - type: matthews_correlation
      value: 0.793630584795814
      name: matthews_correlation
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMWM2NjViY2VjNWI5MzdjNTlhMjFhNzg0ZWE5NDBhNWYwN2ZjNjEyZTEyZTM3YWFhY2ZmZGM5NWM1YThmNDhjNyIsInZlcnNpb24iOjF9.ocagJb9gQAFPpBSGzRVAud6-nxVtNVJ-Jqy97BlUMwRl0bTurTa22TUYfZyXkF9fjvMZ9o3A5xtwPSQGuOypDw
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# binary-classification

This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the glue dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3009
- Accuracy: 0.8968

## 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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 0.175         | 1.0   | 4210 | 0.3009          | 0.8968   |


### Framework versions

- Transformers 4.19.2
- Pytorch 1.11.0+cu113
- Datasets 2.2.2
- Tokenizers 0.12.1