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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 +48 -50
  2. Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt +48 -50
  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
@@ -1,54 +1,52 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.6493 | Recall: 0.6940 | F1-Score: 0.6709
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
- ACCOUNTNAME 0.7005 0.6571 0.6781 210
7
- ACCOUNTNUMBER 0.2875 0.1643 0.2091 140
8
- AGE 0.9500 0.9828 0.9661 58
9
- AMOUNT 0.7628 0.8586 0.8079 191
10
- BIC 0.8304 0.9660 0.8931 147
11
- BITCOINADDRESS 0.8861 0.9211 0.9032 76
12
- BUILDINGNUMBER 0.3116 0.8866 0.4611 97
13
- CITY 0.3481 0.6497 0.4533 157
14
- COMPANYNAME 0.6234 0.3158 0.4192 304
15
- COUNTY 0.8028 0.4957 0.6129 115
16
- CREDITCARDCVV 0.9684 0.9020 0.9340 102
17
- CREDITCARDISSUER 0.1538 0.1270 0.1391 63
18
- CREDITCARDNUMBER 0.5867 0.2500 0.3506 176
19
- DATE 0.7790 0.9463 0.8545 149
20
- DOB 1.0000 0.8116 0.8960 138
21
- DRIVERLICENSENUM 0.4677 0.6554 0.5459 177
22
- EMAIL 0.9949 0.9463 0.9700 205
23
- ETHEREUMADDRESS 0.8610 0.8256 0.8429 195
24
- EYECOLOR 1.0000 0.8515 0.9198 101
25
- FIRSTNAME 0.4936 0.8836 0.6334 481
26
- GENDER 0.9421 0.6667 0.7808 366
27
- HEIGHT 0.7031 0.9000 0.7895 50
28
- IBAN 0.7708 0.7351 0.7525 151
29
- IPADDRESS 0.9351 0.9665 0.9505 358
30
- JOBAREA 0.5797 0.3030 0.3980 132
31
- JOBTYPE 0.8529 0.1306 0.2266 222
32
- LASTNAME 0.4511 0.5354 0.4896 353
33
- LITECOINADDRESS 0.9062 0.4173 0.5714 139
34
- MASKEDNUMBER 0.6596 0.9789 0.7881 95
35
- MIDDLENAME 0.5487 0.7926 0.6485 135
36
- NEARBYGPSCOORDINATE 0.7232 0.9759 0.8308 83
37
- ORDINALDIRECTION 0.8667 0.3250 0.4727 80
38
- PASSPORTNUM 0.4797 0.4437 0.4610 160
39
- PASSWORD 0.8667 0.1413 0.2430 92
40
- PHONEIMEI 0.6154 0.3252 0.4255 123
41
- PHONENUMBER 0.3042 0.7829 0.4382 129
42
- PIN 0.7982 0.8614 0.8286 101
43
- PREFIX 0.7382 0.8867 0.8057 353
44
- SECONDARYADDRESS 0.9064 0.9012 0.9038 172
45
- SSN/CCCD 0.5156 0.8390 0.6387 118
46
- STATE 0.5231 0.6457 0.5780 175
47
- STREET 0.6246 0.9734 0.7609 188
48
- TAXNUM 0.2286 0.2609 0.2437 92
49
- TIME 0.7412 0.8048 0.7717 210
50
- URL 0.8414 0.9531 0.8938 128
51
- USERNAME 0.7848 0.4397 0.5636 141
52
- VEHICLEVIN 1.0000 0.9590 0.9791 122
53
- VEHICLEVRM 0.9111 0.6910 0.7859 178
54
- ZIPCODE 0.5990 0.9008 0.7195 131
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.8853 | Recall: 0.8616 | F1-Score: 0.8733
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 1.0000 0.2192 0.3596 146
7
+ ACCOUNTNUMBER 1.0000 1.0000 1.0000 148
8
+ AGE 0.9904 1.0000 0.9952 103
9
+ AMOUNT 0.7834 0.8483 0.8146 145
10
+ BIC 0.8140 1.0000 0.8974 35
11
+ BITCOINADDRESS 0.9504 0.9914 0.9705 116
12
+ BUILDINGNUMBER 0.9836 0.9091 0.9449 132
13
+ CITY 0.9919 1.0000 0.9959 122
14
+ COMPANYNAME 0.9850 1.0000 0.9924 131
15
+ COUNTY 0.9911 1.0000 0.9955 111
16
+ CREDITCARDCVV 0.9796 1.0000 0.9897 48
17
+ CREDITCARDISSUER 0.9892 1.0000 0.9946 92
18
+ CREDITCARDNUMBER 0.8506 0.9924 0.9161 132
19
+ CURRENCYSYMBOL 0.0000 0.0000 0.0000 148
20
+ DATE 0.8728 0.9614 0.9149 207
21
+ DOB 0.9083 0.7857 0.8426 126
22
+ EMAIL 1.0000 1.0000 1.0000 177
23
+ ETHEREUMADDRESS 1.0000 1.0000 1.0000 76
24
+ EYECOLOR 1.0000 1.0000 1.0000 42
25
+ FIRSTNAME 0.9876 0.9785 0.9831 652
26
+ GENDER 1.0000 0.9959 0.9979 241
27
+ HEIGHT 0.7778 1.0000 0.8750 35
28
+ IBAN 1.0000 1.0000 1.0000 87
29
+ IP_ADDRESS 0.0000 0.0000 0.0000 326
30
+ JOBAREA 0.7366 1.0000 0.8483 137
31
+ JOBTYPE 1.0000 0.4815 0.6500 270
32
+ LASTNAME 0.9823 0.9528 0.9673 233
33
+ LITECOINADDRESS 0.9796 0.8889 0.9320 54
34
+ MASKEDNUMBER 0.9884 0.7589 0.8586 112
35
+ MIDDLENAME 0.9038 0.9860 0.9431 143
36
+ NEARBYGPSCOORDINATE 1.0000 1.0000 1.0000 81
37
+ ORDINALDIRECTION 0.9667 1.0000 0.9831 58
38
+ PASSWORD 1.0000 1.0000 1.0000 130
39
+ PHONEIMEI 1.0000 1.0000 1.0000 87
40
+ PHONENUMBER 1.0000 1.0000 1.0000 114
41
+ PIN 0.9756 1.0000 0.9877 40
42
+ PREFIX 0.9076 0.9882 0.9462 169
43
+ SECONDARYADDRESS 1.0000 0.9823 0.9911 113
44
+ SSN/CCCD 1.0000 1.0000 1.0000 76
45
+ STATE 0.9930 0.9930 0.9930 142
46
+ STREET 1.0000 1.0000 1.0000 129
47
+ TIME 0.8333 1.0000 0.9091 140
48
+ URL 1.0000 1.0000 1.0000 139
49
+ USERNAME 1.0000 1.0000 1.0000 148
50
+ VEHICLEVIN 0.9804 1.0000 0.9901 50
51
+ VEHICLEVRM 1.0000 1.0000 1.0000 45
52
+ ZIPCODE 0.9043 0.9369 0.9204 111
 
 
Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt CHANGED
@@ -1,54 +1,52 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.6270 | Recall: 0.6778 | F1-Score: 0.6514
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
- ACCOUNTNAME 0.7005 0.6571 0.6781 210
7
- ACCOUNTNUMBER 0.2791 0.1714 0.2124 140
8
- AGE 0.9500 0.9828 0.9661 58
9
- AMOUNT 0.6740 0.8010 0.7321 191
10
- BIC 0.9424 0.8912 0.9161 147
11
- BITCOINADDRESS 0.6542 0.9211 0.7650 76
12
- BUILDINGNUMBER 0.3094 0.8866 0.4587 97
13
- CITY 0.3481 0.6497 0.4533 157
14
- COMPANYNAME 0.6234 0.3158 0.4192 304
15
- COUNTY 0.8028 0.4957 0.6129 115
16
- CREDITCARDCVV 0.8835 0.8922 0.8878 102
17
- CREDITCARDISSUER 0.1509 0.1270 0.1379 63
18
- CREDITCARDNUMBER 0.5000 0.1477 0.2281 176
19
- DATE 0.7680 0.9329 0.8424 149
20
- DOB 1.0000 0.8406 0.9134 138
21
- DRIVERLICENSENUM 0.4328 0.6554 0.5213 177
22
- EMAIL 0.9734 0.8927 0.9313 205
23
- ETHEREUMADDRESS 0.7605 0.9282 0.8360 195
24
- EYECOLOR 1.0000 0.8515 0.9198 101
25
- FIRSTNAME 0.4936 0.8836 0.6334 481
26
- GENDER 0.9208 0.6667 0.7734 366
27
- HEIGHT 0.7031 0.9000 0.7895 50
28
- IBAN 0.5294 0.5364 0.5329 151
29
- IPADDRESS 0.8850 0.9246 0.9044 358
30
- JOBAREA 0.5775 0.3106 0.4039 132
31
- JOBTYPE 0.8529 0.1306 0.2266 222
32
- LASTNAME 0.4511 0.5354 0.4896 353
33
- LITECOINADDRESS 0.9014 0.4604 0.6095 139
34
- MASKEDNUMBER 0.6118 0.9789 0.7530 95
35
- MIDDLENAME 0.5487 0.7926 0.6485 135
36
- NEARBYGPSCOORDINATE 0.7232 0.9759 0.8308 83
37
- ORDINALDIRECTION 0.8667 0.3250 0.4727 80
38
- PASSPORTNUM 0.6566 0.4062 0.5019 160
39
- PASSWORD 0.8667 0.1413 0.2430 92
40
- PHONEIMEI 0.3000 0.2439 0.2691 123
41
- PHONENUMBER 0.2782 0.7829 0.4106 129
42
- PIN 0.7373 0.8614 0.7945 101
43
- PREFIX 0.7382 0.8867 0.8057 353
44
- SECONDARYADDRESS 0.9064 0.9012 0.9038 172
45
- SSN/CCCD 0.4950 0.8475 0.6250 118
46
- STATE 0.5231 0.6457 0.5780 175
47
- STREET 0.6246 0.9734 0.7609 188
48
- TAXNUM 0.1913 0.2391 0.2126 92
49
- TIME 0.7513 0.7048 0.7273 210
50
- URL 0.7564 0.9219 0.8310 128
51
- USERNAME 0.7654 0.4397 0.5586 141
52
- VEHICLEVIN 1.0000 0.9590 0.9791 122
53
- VEHICLEVRM 0.8632 0.5674 0.6847 178
54
- ZIPCODE 0.5153 0.9008 0.6556 131
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.8928 | Recall: 0.8636 | F1-Score: 0.8780
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 1.0000 0.2192 0.3596 146
7
+ ACCOUNTNUMBER 1.0000 1.0000 1.0000 148
8
+ AGE 0.9904 1.0000 0.9952 103
9
+ AMOUNT 0.8052 0.8552 0.8294 145
10
+ BIC 1.0000 1.0000 1.0000 35
11
+ BITCOINADDRESS 0.9504 0.9914 0.9705 116
12
+ BUILDINGNUMBER 0.9836 0.9091 0.9449 132
13
+ CITY 0.9919 1.0000 0.9959 122
14
+ COMPANYNAME 0.9850 1.0000 0.9924 131
15
+ COUNTY 0.9911 1.0000 0.9955 111
16
+ CREDITCARDCVV 0.9796 1.0000 0.9897 48
17
+ CREDITCARDISSUER 0.9892 1.0000 0.9946 92
18
+ CREDITCARDNUMBER 0.8506 0.9924 0.9161 132
19
+ CURRENCYSYMBOL 0.0000 0.0000 0.0000 148
20
+ DATE 0.8728 0.9614 0.9149 207
21
+ DOB 0.8947 0.8095 0.8500 126
22
+ EMAIL 1.0000 1.0000 1.0000 177
23
+ ETHEREUMADDRESS 1.0000 1.0000 1.0000 76
24
+ EYECOLOR 1.0000 1.0000 1.0000 42
25
+ FIRSTNAME 0.9876 0.9785 0.9831 652
26
+ GENDER 1.0000 0.9959 0.9979 241
27
+ HEIGHT 0.7778 1.0000 0.8750 35
28
+ IBAN 1.0000 1.0000 1.0000 87
29
+ IP_ADDRESS 0.0000 0.0000 0.0000 326
30
+ JOBAREA 0.7366 1.0000 0.8483 137
31
+ JOBTYPE 1.0000 0.4815 0.6500 270
32
+ LASTNAME 0.9823 0.9528 0.9673 233
33
+ LITECOINADDRESS 0.9796 0.8889 0.9320 54
34
+ MASKEDNUMBER 0.9775 0.7768 0.8657 112
35
+ MIDDLENAME 0.9038 0.9860 0.9431 143
36
+ NEARBYGPSCOORDINATE 1.0000 1.0000 1.0000 81
37
+ ORDINALDIRECTION 0.9667 1.0000 0.9831 58
38
+ PASSWORD 1.0000 1.0000 1.0000 130
39
+ PHONEIMEI 1.0000 1.0000 1.0000 87
40
+ PHONENUMBER 1.0000 1.0000 1.0000 114
41
+ PIN 0.9756 1.0000 0.9877 40
42
+ PREFIX 0.9076 0.9882 0.9462 169
43
+ SECONDARYADDRESS 1.0000 1.0000 1.0000 113
44
+ SSN/CCCD 1.0000 1.0000 1.0000 76
45
+ STATE 0.9930 0.9930 0.9930 142
46
+ STREET 1.0000 1.0000 1.0000 129
47
+ TIME 1.0000 1.0000 1.0000 140
48
+ URL 1.0000 1.0000 1.0000 139
49
+ USERNAME 1.0000 1.0000 1.0000 148
50
+ VEHICLEVIN 1.0000 1.0000 1.0000 50
51
+ VEHICLEVRM 1.0000 1.0000 1.0000 45
52
+ ZIPCODE 0.9160 0.9820 0.9478 111
 
 
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,0.6493,0.694,0.6709,21.28,0.1064
3
- BERT + CRF + augment data,0.627,0.6778,0.6514,21.28,0.1064
 
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
+ BERT + CRF + augment data,0.8928,0.8636,0.878,16.39,1.6394
3
+ BERT + CRF + augment data + rulebase,0.8853,0.8616,0.8733,16.39,1.6394
Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data.json CHANGED
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Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data_plus_rulebase.json CHANGED
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