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PII_experiment

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

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  1. Ablation_Results/BERT_plus_CRF_plus_augment_data_plus_rulebase_report.txt +55 -31
  2. Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt +55 -31
  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
@@ -1,34 +1,58 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.2910 | Recall: 0.5961 | F1-Score: 0.3911
4
  ================================================================================
5
- Class Precision Recall F1-Score Support
6
- ACCOUNTNUMBER 0.0179 0.1277 0.0314 141
7
- BIC 0.1316 0.8929 0.2294 28
8
- CITY 0.1056 0.9375 0.1899 128
9
- COMPANYNAME 0.7104 0.8486 0.7734 185
10
- COUNTRY 0.0000 0.0000 0.0000 71
11
- CREDITCARDNUMBER 0.7747 0.6848 0.7270 663
12
- CVV 0.0000 0.0000 0.0000 3
13
- DATE 0.4072 0.9162 0.5638 1157
14
- DOB 0.9182 0.7220 0.8084 2331
15
- EMAIL 0.9791 0.9819 0.9805 1049
16
- FIRSTNAME 0.5017 0.8609 0.6340 1172
17
- IP_ADDRESS 0.0000 0.0000 0.0000 962
18
- LASTNAME 0.4988 0.7994 0.6143 1057
19
- NATIONAL_ID 0.0000 0.0000 0.0000 46
20
- NEARBYGPSCOORDINATE 0.7025 1.0000 0.8252 85
21
- PASSWORD 0.4658 0.5763 0.5152 59
22
- PHONENUMBER 0.6898 0.7157 0.7025 904
23
- PIN 0.0000 0.0000 0.0000 2
24
- SSN_CCCD 0.1552 0.0054 0.0105 1661
25
- STATE 0.0293 0.4074 0.0547 27
26
- STREET 0.5575 0.8976 0.6878 869
27
- TAXNUM 0.0372 0.3478 0.0672 23
28
- TIME 0.2840 0.8679 0.4279 106
29
- UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 189
30
- URL 0.3239 1.0000 0.4894 23
31
- USERNAME 0.9417 0.3343 0.4934 338
32
- VEHICLEVIN 0.8835 0.9286 0.9055 98
33
- VEHICLEVRM 0.0000 0.0000 0.0000 579
34
- ZIPCODE 0.0466 0.8365 0.0883 104
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.3437 | Recall: 0.2614 | F1-Score: 0.2969
4
  ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNT_NUMBER 0.0000 0.0000 0.0000 839
7
+ AGE 0.8594 0.7820 0.8189 422
8
+ API_KEY 0.0000 0.0000 0.0000 264
9
+ BANK_ROUTING_NUMBER 0.0000 0.0000 0.0000 448
10
+ BIOMETRIC_IDENTIFIER 0.0000 0.0000 0.0000 571
11
+ BLOOD_TYPE 0.0000 0.0000 0.0000 288
12
+ CERTIFICATE_LICENSE_NUMBER 0.0000 0.0000 0.0000 272
13
+ CITY 0.7189 0.6101 0.6600 872
14
+ COMPANY_NAME 0.0000 0.0000 0.0000 2617
15
+ COORDINATE 0.0000 0.0000 0.0000 371
16
+ COUNTRY 0.0000 0.0000 0.0000 1038
17
+ COUNTY 0.9641 0.5557 0.7050 871
18
+ CREDIT_DEBIT_CARD 0.0000 0.0000 0.0000 647
19
+ CUSTOMER_ID 0.0000 0.0000 0.0000 845
20
+ CVV 0.0000 0.0000 0.0000 238
21
+ DATE 0.8479 0.8824 0.8648 3494
22
+ DATE_OF_BIRTH 0.0000 0.0000 0.0000 708
23
+ DATE_TIME 0.0000 0.0000 0.0000 537
24
+ DEVICE_IDENTIFIER 0.0000 0.0000 0.0000 142
25
+ EDUCATION_LEVEL 0.0000 0.0000 0.0000 528
26
+ EMAIL 0.9912 0.9963 0.9937 2146
27
+ EMPLOYEE_ID 0.0000 0.0000 0.0000 479
28
+ EMPLOYMENT_STATUS 0.0000 0.0000 0.0000 584
29
+ FAX_NUMBER 0.0000 0.0000 0.0000 330
30
+ FIRST_NAME 0.0000 0.0000 0.0000 4340
31
+ GENDER 0.1944 0.1610 0.1761 385
32
+ HEALTH_PLAN_BENEFICIARY_NUMBER 0.0000 0.0000 0.0000 538
33
+ HTTP_COOKIE 0.0000 0.0000 0.0000 245
34
+ IPADDRESS 0.7662 0.9980 0.8669 509
35
+ LANGUAGE 0.0000 0.0000 0.0000 363
36
+ LAST_NAME 0.0000 0.0000 0.0000 2926
37
+ LICENSE_PLATE 0.0000 0.0000 0.0000 234
38
+ MAC_ADDRESS 0.0000 0.0000 0.0000 218
39
+ MEDICAL_RECORD_NUMBER 0.0000 0.0000 0.0000 655
40
+ OCCUPATION 0.0000 0.0000 0.0000 2028
41
+ PASSWORD 0.2718 0.1556 0.1979 360
42
+ PHONE_NUMBER 0.0000 0.0000 0.0000 1122
43
+ PIN 0.6951 0.3689 0.4820 309
44
+ POLITICAL_VIEW 0.0000 0.0000 0.0000 269
45
+ POSTCODE 0.0000 0.0000 0.0000 381
46
+ RACE_ETHNICITY 0.0000 0.0000 0.0000 385
47
+ RELIGIOUS_BELIEF 0.0000 0.0000 0.0000 315
48
+ SEXUALITY 0.0000 0.0000 0.0000 159
49
+ SSN/CCCD 0.1895 0.9512 0.3160 389
50
+ STATE 0.9512 0.4664 0.6259 1087
51
+ STREET_ADDRESS 0.0000 0.0000 0.0000 974
52
+ SWIFT_BIC 0.0000 0.0000 0.0000 274
53
+ TAX_ID 0.0000 0.0000 0.0000 68
54
+ TIME 0.6790 0.7643 0.7191 1298
55
+ UNIQUE_ID 0.0000 0.0000 0.0000 83
56
+ URL 0.9659 0.9521 0.9590 2026
57
+ USER_NAME 0.0000 0.0000 0.0000 773
58
+ VEHICLE_IDENTIFIER 0.0000 0.0000 0.0000 226
Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt CHANGED
@@ -1,34 +1,58 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.2823 | Recall: 0.5743 | F1-Score: 0.3785
4
  ================================================================================
5
- Class Precision Recall F1-Score Support
6
- ACCOUNTNUMBER 0.0114 0.0922 0.0203 141
7
- BIC 0.4889 0.7857 0.6027 28
8
- CITY 0.1054 0.9375 0.1894 128
9
- COMPANYNAME 0.7104 0.8486 0.7734 185
10
- COUNTRY 0.0000 0.0000 0.0000 71
11
- CREDITCARDNUMBER 0.7421 0.6033 0.6656 663
12
- CVV 0.0000 0.0000 0.0000 3
13
- DATE 0.4376 0.8902 0.5867 1157
14
- DOB 0.9050 0.7679 0.8308 2331
15
- EMAIL 0.9488 0.6883 0.7978 1049
16
- FIRSTNAME 0.5010 0.8626 0.6339 1172
17
- IP_ADDRESS 0.0000 0.0000 0.0000 962
18
- LASTNAME 0.4982 0.8004 0.6142 1057
19
- NATIONAL_ID 0.0000 0.0000 0.0000 46
20
- NEARBYGPSCOORDINATE 0.7456 1.0000 0.8543 85
21
- PASSWORD 0.4658 0.5763 0.5152 59
22
- PHONENUMBER 0.6407 0.7102 0.6737 904
23
- PIN 0.0000 0.0000 0.0000 2
24
- SSN_CCCD 0.0000 0.0000 0.0000 1661
25
- STATE 0.0293 0.4074 0.0547 27
26
- STREET 0.5575 0.8976 0.6878 869
27
- TAXNUM 0.0283 0.3478 0.0523 23
28
- TIME 0.3077 0.8679 0.4543 106
29
- UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 189
30
- URL 0.2530 0.9130 0.3962 23
31
- USERNAME 0.8898 0.3343 0.4860 338
32
- VEHICLEVIN 0.8585 0.9286 0.8922 98
33
- VEHICLEVRM 0.0000 0.0000 0.0000 579
34
- ZIPCODE 0.0569 0.8365 0.1065 104
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.2733 | Recall: 0.1865 | F1-Score: 0.2217
4
  ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNT_NUMBER 0.0000 0.0000 0.0000 839
7
+ AGE 0.8594 0.7820 0.8189 422
8
+ API_KEY 0.0000 0.0000 0.0000 264
9
+ BANK_ROUTING_NUMBER 0.0000 0.0000 0.0000 448
10
+ BIOMETRIC_IDENTIFIER 0.0000 0.0000 0.0000 571
11
+ BLOOD_TYPE 0.0000 0.0000 0.0000 288
12
+ CERTIFICATE_LICENSE_NUMBER 0.0000 0.0000 0.0000 272
13
+ CITY 0.7170 0.6101 0.6592 872
14
+ COMPANY_NAME 0.0000 0.0000 0.0000 2617
15
+ COORDINATE 0.0000 0.0000 0.0000 371
16
+ COUNTRY 0.0000 0.0000 0.0000 1038
17
+ COUNTY 0.9641 0.5557 0.7050 871
18
+ CREDIT_DEBIT_CARD 0.0000 0.0000 0.0000 647
19
+ CUSTOMER_ID 0.0000 0.0000 0.0000 845
20
+ CVV 0.0000 0.0000 0.0000 238
21
+ DATE 0.7293 0.4319 0.5425 3494
22
+ DATE_OF_BIRTH 0.0000 0.0000 0.0000 708
23
+ DATE_TIME 0.0000 0.0000 0.0000 537
24
+ DEVICE_IDENTIFIER 0.0000 0.0000 0.0000 142
25
+ EDUCATION_LEVEL 0.0000 0.0000 0.0000 528
26
+ EMAIL 0.9677 0.8523 0.9063 2146
27
+ EMPLOYEE_ID 0.0000 0.0000 0.0000 479
28
+ EMPLOYMENT_STATUS 0.0000 0.0000 0.0000 584
29
+ FAX_NUMBER 0.0000 0.0000 0.0000 330
30
+ FIRST_NAME 0.0000 0.0000 0.0000 4340
31
+ GENDER 0.1944 0.1610 0.1761 385
32
+ HEALTH_PLAN_BENEFICIARY_NUMBER 0.0000 0.0000 0.0000 538
33
+ HTTP_COOKIE 0.0000 0.0000 0.0000 245
34
+ IPADDRESS 0.6016 0.8959 0.7198 509
35
+ LANGUAGE 0.0000 0.0000 0.0000 363
36
+ LAST_NAME 0.0000 0.0000 0.0000 2926
37
+ LICENSE_PLATE 0.0000 0.0000 0.0000 234
38
+ MAC_ADDRESS 0.0000 0.0000 0.0000 218
39
+ MEDICAL_RECORD_NUMBER 0.0000 0.0000 0.0000 655
40
+ OCCUPATION 0.0000 0.0000 0.0000 2028
41
+ PASSWORD 0.2617 0.1556 0.1951 360
42
+ PHONE_NUMBER 0.0000 0.0000 0.0000 1122
43
+ PIN 0.4903 0.3269 0.3922 309
44
+ POLITICAL_VIEW 0.0000 0.0000 0.0000 269
45
+ POSTCODE 0.0000 0.0000 0.0000 381
46
+ RACE_ETHNICITY 0.0000 0.0000 0.0000 385
47
+ RELIGIOUS_BELIEF 0.0000 0.0000 0.0000 315
48
+ SEXUALITY 0.0000 0.0000 0.0000 159
49
+ SSN/CCCD 0.1817 0.9537 0.3052 389
50
+ STATE 0.9354 0.4664 0.6225 1087
51
+ STREET_ADDRESS 0.0000 0.0000 0.0000 974
52
+ SWIFT_BIC 0.0000 0.0000 0.0000 274
53
+ TAX_ID 0.0000 0.0000 0.0000 68
54
+ TIME 0.9073 0.4676 0.6172 1298
55
+ UNIQUE_ID 0.0000 0.0000 0.0000 83
56
+ URL 0.8810 0.5336 0.6646 2026
57
+ USER_NAME 0.0000 0.0000 0.0000 773
58
+ VEHICLE_IDENTIFIER 0.0000 0.0000 0.0000 226
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,0.291,0.5961,0.3911,22.31,0.1115
3
- BERT + CRF + augment data,0.2823,0.5743,0.3785,22.31,0.1115
 
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
+ BERT + CRF + augment data + rulebase,0.3437,0.2614,0.2969,21.12,0.1056
3
+ BERT + CRF + augment data,0.2733,0.1865,0.2217,21.12,0.1056
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