Hugging Face's logo

Datasets:
PuxAI
/
PII_experiment

Modalities:
Text
Formats:
text
Size:
< 1K
Libraries:
Datasets
Dataset card Data Studio Files
xet
 Community
1
PuxAI commited on
Commit
27d707c
·
verified ·
1 Parent(s): 7bce52d

Uploading precision, recall, f1, LATENCY AND JSON PREDICTIONS for English Evaluation.

Browse files
Files changed (5) hide show
  1. Ablation_Results/BERT_plus_CRF_plus_augment_data_plus_rulebase_report.txt +29 -32
  2. Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt +29 -32
  3. Ablation_Results/ablation_study_summary.csv +2 -2
  4. Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data.json +0 -0
  5. Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data_plus_rulebase.json +0 -0
Ablation_Results/BERT_plus_CRF_plus_augment_data_plus_rulebase_report.txt CHANGED
@@ -1,36 +1,33 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.6091 | Recall: 0.6475 | F1-Score: 0.6277
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
- ACCOUNTNUMBER 0.2160 0.4792 0.2977 96
7
- AGE 0.9333 0.7636 0.8400 55
8
- API_KEY 0.0000 0.0000 0.0000 9
9
- BIC 0.4773 0.8400 0.6087 25
10
- CITY 0.7209 0.7561 0.7381 82
11
- COMPANYNAME 0.7500 0.0356 0.0679 253
12
- COUNTY 1.0000 0.5732 0.7287 82
13
- CREDITCARDCVV 0.7222 0.8387 0.7761 31
14
- CREDITCARDNUMBER 0.7500 0.2763 0.4038 76
15
- DATE 0.8552 0.8351 0.8450 382
16
- DEVICE_IDENTIFIER 0.0000 0.0000 0.0000 9
17
- DOB 0.9661 0.8769 0.9194 65
18
- EMAIL 0.9942 0.9885 0.9914 174
19
- FIRSTNAME 0.9226 0.7854 0.8485 410
20
- GENDER 0.1944 0.1556 0.1728 45
21
- IP_ADDRESS 0.0000 0.0000 0.0000 29
22
- LASTNAME 0.9602 0.6787 0.7953 249
23
- NEARBYGPSCOORDINATE 0.8148 1.0000 0.8980 44
24
- PASSWORD 0.3636 0.2162 0.2712 37
25
- PHONENUMBER 0.5280 0.6535 0.5841 101
26
- PIN 0.7143 0.2941 0.4167 34
27
- SSN_CCCD 0.4167 0.0893 0.1471 56
28
- STATE 0.9592 0.5165 0.6714 91
29
- STREET 0.9684 0.9684 0.9684 95
30
- TAX_ID 0.0000 0.0000 0.0000 5
31
- TIME 0.7059 0.7742 0.7385 124
32
- URL 0.9817 0.9758 0.9787 165
33
- USERNAME 0.5000 0.1389 0.2174 72
34
- VEHICLEVIN 0.8800 0.9565 0.9167 23
35
- VEHICLEVRM 0.7333 0.5789 0.6471 19
36
- ZIPCODE 0.2397 1.0000 0.3867 29
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.2876 | Recall: 0.5847 | F1-Score: 0.3856
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
+ ACCOUNTNUMBER 0.0357 0.2308 0.0619 13
7
+ BIC 0.1111 0.6667 0.1905 3
8
+ CITY 0.0984 0.9231 0.1778 13
9
+ COMPANYNAME 0.7143 0.9375 0.8108 16
10
+ COUNTRY 0.0000 0.0000 0.0000 9
11
+ CREDITCARDNUMBER 0.7273 0.6275 0.6737 51
12
+ CVV 0.0000 0.0000 0.0000 1
13
+ DATE 0.4089 0.9018 0.5627 112
14
+ DOB 0.9345 0.6978 0.7990 225
15
+ EMAIL 0.9646 0.9909 0.9776 110
16
+ FIRSTNAME 0.4817 0.8268 0.6087 127
17
+ IP_ADDRESS 0.0000 0.0000 0.0000 100
18
+ LASTNAME 0.4919 0.8198 0.6149 111
19
+ NATIONAL_ID 0.0000 0.0000 0.0000 7
20
+ NEARBYGPSCOORDINATE 0.6471 1.0000 0.7857 11
21
+ PASSWORD 0.4545 0.8333 0.5882 6
22
+ PHONENUMBER 0.6250 0.6627 0.6433 83
23
+ SSN_CCCD 0.1667 0.0061 0.0118 164
24
+ STATE 0.0345 0.3333 0.0625 3
25
+ STREET 0.5705 0.8763 0.6911 97
26
+ TAXNUM 0.0870 0.6667 0.1538 3
27
+ TIME 0.4571 0.8889 0.6038 18
28
+ UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 15
29
+ URL 0.2500 1.0000 0.4000 1
30
+ USERNAME 0.8889 0.2759 0.4211 29
31
+ VEHICLEVIN 1.0000 0.9167 0.9565 12
32
+ VEHICLEVRM 0.0000 0.0000 0.0000 76
33
+ ZIPCODE 0.0619 1.0000 0.1165 12
 
 
 
Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt CHANGED
@@ -1,36 +1,33 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.5641 | Recall: 0.5396 | F1-Score: 0.5516
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
- ACCOUNTNUMBER 0.1867 0.4375 0.2617 96
7
- AGE 0.9333 0.7636 0.8400 55
8
- API_KEY 0.0000 0.0000 0.0000 9
9
- BIC 0.8077 0.8400 0.8235 25
10
- CITY 0.7209 0.7561 0.7381 82
11
- COMPANYNAME 0.7500 0.0356 0.0679 253
12
- COUNTY 1.0000 0.5732 0.7287 82
13
- CREDITCARDCVV 0.7222 0.8387 0.7761 31
14
- CREDITCARDNUMBER 0.4000 0.0263 0.0494 76
15
- DATE 0.7512 0.4031 0.5247 382
16
- DEVICE_IDENTIFIER 0.0000 0.0000 0.0000 9
17
- DOB 0.9385 0.9385 0.9385 65
18
- EMAIL 0.9935 0.8736 0.9297 174
19
- FIRSTNAME 0.9226 0.7854 0.8485 410
20
- GENDER 0.1944 0.1556 0.1728 45
21
- IP_ADDRESS 0.0000 0.0000 0.0000 29
22
- LASTNAME 0.9602 0.6787 0.7953 249
23
- NEARBYGPSCOORDINATE 0.7358 0.8864 0.8041 44
24
- PASSWORD 0.3478 0.2162 0.2667 37
25
- PHONENUMBER 0.4748 0.6535 0.5500 101
26
- PIN 0.5500 0.3235 0.4074 34
27
- SSN_CCCD 0.0000 0.0000 0.0000 56
28
- STATE 0.9592 0.5165 0.6714 91
29
- STREET 0.9684 0.9684 0.9684 95
30
- TAX_ID 0.0000 0.0000 0.0000 5
31
- TIME 0.9844 0.5081 0.6702 124
32
- URL 0.8381 0.5333 0.6519 165
33
- USERNAME 0.5000 0.1389 0.2174 72
34
- VEHICLEVIN 0.8800 0.9565 0.9167 23
35
- VEHICLEVRM 0.7333 0.5789 0.6471 19
36
- ZIPCODE 0.2523 0.9655 0.4000 29
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.2792 | Recall: 0.5616 | F1-Score: 0.3730
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
+ ACCOUNTNUMBER 0.0196 0.1538 0.0348 13
7
+ BIC 0.5000 0.6667 0.5714 3
8
+ CITY 0.0984 0.9231 0.1778 13
9
+ COMPANYNAME 0.7143 0.9375 0.8108 16
10
+ COUNTRY 0.0000 0.0000 0.0000 9
11
+ CREDITCARDNUMBER 0.6889 0.6078 0.6458 51
12
+ CVV 0.0000 0.0000 0.0000 1
13
+ DATE 0.4389 0.8661 0.5826 112
14
+ DOB 0.9176 0.7422 0.8206 225
15
+ EMAIL 0.9737 0.6727 0.7957 110
16
+ FIRSTNAME 0.4817 0.8268 0.6087 127
17
+ IP_ADDRESS 0.0000 0.0000 0.0000 100
18
+ LASTNAME 0.4919 0.8198 0.6149 111
19
+ NATIONAL_ID 0.0000 0.0000 0.0000 7
20
+ NEARBYGPSCOORDINATE 0.6875 1.0000 0.8148 11
21
+ PASSWORD 0.4545 0.8333 0.5882 6
22
+ PHONENUMBER 0.6180 0.6627 0.6395 83
23
+ SSN_CCCD 0.0000 0.0000 0.0000 164
24
+ STATE 0.0345 0.3333 0.0625 3
25
+ STREET 0.5705 0.8763 0.6911 97
26
+ TAXNUM 0.0714 0.6667 0.1290 3
27
+ TIME 0.5000 0.8889 0.6400 18
28
+ UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 15
29
+ URL 0.0000 0.0000 0.0000 1
30
+ USERNAME 0.8000 0.2759 0.4103 29
31
+ VEHICLEVIN 0.8462 0.9167 0.8800 12
32
+ VEHICLEVRM 0.0000 0.0000 0.0000 76
33
+ ZIPCODE 0.0764 1.0000 0.1420 12
 
 
 
Ablation_Results/ablation_study_summary.csv CHANGED
@@ -1,3 +1,3 @@
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
- BERT + CRF + augment data + rulebase,0.6091,0.6475,0.6277,21.89,0.1095
3
- BERT + CRF + augment data,0.5641,0.5396,0.5516,21.89,0.1095
 
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
+ BERT + CRF + augment data + rulebase,0.2876,0.5847,0.3856,21.69,0.1085
3
+ BERT + CRF + augment data,0.2792,0.5616,0.373,21.69,0.1085
Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data.json CHANGED
The diff for this file is too large to render. See raw diff
 
Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data_plus_rulebase.json CHANGED
The diff for this file is too large to render. See raw diff