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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 +33 -55
  2. Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt +33 -55
  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
@@ -1,58 +1,36 @@
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
 
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
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt CHANGED
@@ -1,58 +1,36 @@
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
 
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
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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,0.3437,0.2614,0.2969,21.12,0.1056
3
- BERT + CRF + augment data,0.2733,0.1865,0.2217,21.12,0.1056
 
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
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
The diff for this file is too large to render. See raw diff