Fix Korean ID context dependence and publish new independent evaluation
Browse files- README.md +57 -42
- __pycache__/korean_id_postprocess.cpython-312.pyc +0 -0
- best_validation_metrics.json +41 -41
- config.json +2 -2
- evaluation_results.json +182 -182
- korean_id_postprocess.py +75 -0
- korean_id_regression_results.json +24 -0
- label_thresholds.json +10 -10
- model.safetensors +1 -1
- per_label_metrics.json +183 -183
- raw_evaluation_results.json +0 -0
- threshold_policy.json +478 -479
- training_config.json +17 -4
- training_history.json +41 -41
- training_provenance.json +16 -6
README.md
CHANGED
|
@@ -25,13 +25,13 @@ model-index:
|
|
| 25 |
type: synthetic
|
| 26 |
metrics:
|
| 27 |
- type: f1
|
| 28 |
-
value: 0.
|
| 29 |
name: Micro F1
|
| 30 |
- type: precision
|
| 31 |
-
value: 0.
|
| 32 |
name: Micro precision
|
| 33 |
- type: recall
|
| 34 |
-
value: 0.
|
| 35 |
name: Micro recall
|
| 36 |
---
|
| 37 |
|
|
@@ -75,16 +75,31 @@ print(ner(text))
|
|
| 75 |
|
| 76 |
512 토큰을 넘는 입력은 문장 경계나 겹치는 window 단위로 나눠 추론한 뒤 원문 위치로 합쳐야 합니다. 단순히 뒷부분을 잘라내면 해당 부분의 PII를 탐지할 수 없습니다.
|
| 77 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
## 학습
|
| 79 |
|
| 80 |
- 학습 문서: 9,227
|
| 81 |
- Validation 문서: 1,510
|
| 82 |
-
-
|
| 83 |
-
-
|
| 84 |
- Effective batch size: 32
|
| 85 |
- 최대 길이: 512
|
| 86 |
- Loss: standard cross-entropy
|
| 87 |
-
- Validation micro-F1: `0.
|
| 88 |
|
| 89 |
마지막 정제 학습은 class-weighted loss가 아니라 표준 cross-entropy를 사용했습니다. 이는 모델 가중치가 빠졌다는 의미가 아닙니다. 학습된 모델 가중치는 `model.safetensors`에 있으며, class weight는 학습 중 loss에만 적용되는 선택 설정입니다. 상세 값은 `training_config.json`과 `training_provenance.json`에 있습니다.
|
| 90 |
|
|
@@ -103,8 +118,8 @@ print(ner(text))
|
|
| 103 |
|
| 104 |
| 지표 | Precision | Recall | F1 |
|
| 105 |
|---|---:|---:|---:|
|
| 106 |
-
| Macro | 0.
|
| 107 |
-
| Micro | 0.
|
| 108 |
|
| 109 |
이 점수는 문장당 PII 하나와 짧은 정형 문장 중심의 validation 점수보다 훨씬 엄격한 조건에서 측정했습니다. 표·목록·CSV·JSON, 라벨 안내어가 없는 문장, 여러 사람과 여러 PII가 함께 등장하는 긴 문서를 포함합니다.
|
| 110 |
|
|
@@ -112,39 +127,39 @@ print(ner(text))
|
|
| 112 |
|
| 113 |
| Label | Precision | Recall | F1 |
|
| 114 |
|---|---:|---:|---:|
|
| 115 |
-
| ACCOUNT_NUMBER | 0.
|
| 116 |
-
| ADDRESS | 0.
|
| 117 |
-
| AGE | 0.
|
| 118 |
-
| ALIEN_NUMBER | 0.
|
| 119 |
-
| BIRTHDATE | 0.
|
| 120 |
-
| BLOOD_TYPE | 0.
|
| 121 |
-
| CARD_NUMBER | 0.
|
| 122 |
-
| CITY |
|
| 123 |
-
| DEPARTMENT | 0.
|
| 124 |
-
| DRIVER_LICENSE | 0.
|
| 125 |
-
| EMAIL | 0.
|
| 126 |
-
| EMPLOYEE_ID | 0.
|
| 127 |
-
| GENDER | 0.
|
| 128 |
-
| HEIGHT | 0.
|
| 129 |
-
| IP_ADDRESS | 0.
|
| 130 |
-
| MAJOR | 0.
|
| 131 |
-
| MEMBER_ID | 0.
|
| 132 |
-
| NAME | 0.
|
| 133 |
-
| NATIONALITY |
|
| 134 |
-
| NICKNAME | 0.
|
| 135 |
-
| PARTICIPANT_ID | 0.
|
| 136 |
-
| PASSPORTNUM | 0.
|
| 137 |
-
| PHONE |
|
| 138 |
-
| POSITION | 0.
|
| 139 |
-
| RELIGION |
|
| 140 |
-
| RRN | 0.
|
| 141 |
| SCHOOL | 0.980 | 1.000 | 0.990 |
|
| 142 |
-
| URL | 0.
|
| 143 |
-
| USER_ID | 0.
|
| 144 |
-
| VEHICLE_NUMBER | 0.
|
| 145 |
-
| WEIGHT | 0.
|
| 146 |
-
| WORKPLACE | 0.
|
| 147 |
-
| ZIPCODE | 0.
|
| 148 |
|
| 149 |
계산에 사용한 TP/FP/FN과 전체 소수점 값은 `per_label_metrics.json`, 원시 평가 결과는 `raw_evaluation_results.json`에 있습니다.
|
| 150 |
|
|
@@ -154,12 +169,12 @@ print(ner(text))
|
|
| 154 |
|
| 155 |
기존 경로인 `label_thresholds_calibration_v1.json`은 삭제하지 않고 새 파일 위치를 알려 주는 호환성 안내 파일로 유지합니다. 실제 임계값은 반드시 `label_thresholds.json` 또는 `threshold_policy.json`을 사용해야 합니다.
|
| 156 |
|
| 157 |
-
초기 정책에서는 low 미만 후보도 자동 폐기하지 않습니다. Calibration
|
| 158 |
|
| 159 |
## 한계
|
| 160 |
|
| 161 |
- 학습 및 평가 데이터가 합성이므로 실제 개인정보, RAG 응답, OCR 문서, 업무 도메인의 성능을 보장하지 않습니다.
|
| 162 |
-
- `NICKNAME`, `
|
| 163 |
- 이름·소속·직급처럼 형태가 고정되지 않은 PII는 문맥과 도메인의 영향을 많이 받습니다.
|
| 164 |
- 정규식·체크섬으로 판별 가능한 구조적 PII는 NER 결과와 별도로 검증하는 것이 좋습니다.
|
| 165 |
- 512 토큰보다 긴 문서는 window 추론이 필요합니다.
|
|
|
|
| 25 |
type: synthetic
|
| 26 |
metrics:
|
| 27 |
- type: f1
|
| 28 |
+
value: 0.8642728407
|
| 29 |
name: Micro F1
|
| 30 |
- type: precision
|
| 31 |
+
value: 0.7965755175
|
| 32 |
name: Micro precision
|
| 33 |
- type: recall
|
| 34 |
+
value: 0.9445454545
|
| 35 |
name: Micro recall
|
| 36 |
---
|
| 37 |
|
|
|
|
| 75 |
|
| 76 |
512 토큰을 넘는 입력은 문장 경계나 겹치는 window 단위로 나눠 추론한 뒤 원문 위치로 합쳐야 합니다. 단순히 뒷부분을 잘라내면 해당 부분의 PII를 탐지할 수 없습니다.
|
| 77 |
|
| 78 |
+
### 주민등록번호와 외국인등록번호 정규화
|
| 79 |
+
|
| 80 |
+
모델은 성별·세기 코드가 문맥 단어와 충돌하는 counterfactual 예시도 학습했습니다. 그래도 구조가 명확한 13자리 번호는 확률 모델에만 맡기지 않고 7번째 숫자로 최종 라벨을 정규화하는 것이 안전합니다. `korean_id_postprocess.py`가 전체 span을 합치고 코드 `1`~`4`를 `RRN`, `5`~`8`을 `ALIEN_NUMBER`로 보정합니다.
|
| 81 |
+
|
| 82 |
+
```python
|
| 83 |
+
from korean_id_postprocess import normalize_korean_id_entities
|
| 84 |
+
|
| 85 |
+
raw_entities = ner(text)
|
| 86 |
+
entities = normalize_korean_id_entities(text, raw_entities)
|
| 87 |
+
```
|
| 88 |
+
|
| 89 |
+
이 정규화는 번호 종류만 판별합니다. 실제 유효성은 별도의 주민등록번호·외국인등록번호 체크섬 검증을 함께 적용해야 합니다.
|
| 90 |
+
|
| 91 |
+
직접 모델 회귀 테스트에서는 문맥 단어가 번호 코드와 충돌하는 4개 사례를 모두 통과했고, 체크섬이 유효한 무라벨 명단의 이름·번호 8개도 모두 탐지했습니다. 499토큰 입력 끝의 번호 역시 탐지했습니다. 상세 결과와 의도적으로 잘못 만든 번호에 대한 한계는 `korean_id_regression_results.json`에 기록했습니다.
|
| 92 |
+
|
| 93 |
## 학습
|
| 94 |
|
| 95 |
- 학습 문서: 9,227
|
| 96 |
- Validation 문서: 1,510
|
| 97 |
+
- 최종 counterfactual 정제: 1 epoch, learning rate `5e-6`
|
| 98 |
+
- 일반 라벨 안정화: 1 epoch, learning rate `1e-6`
|
| 99 |
- Effective batch size: 32
|
| 100 |
- 최대 길이: 512
|
| 101 |
- Loss: standard cross-entropy
|
| 102 |
+
- Validation micro-F1: `0.996463`
|
| 103 |
|
| 104 |
마지막 정제 학습은 class-weighted loss가 아니라 표준 cross-entropy를 사용했습니다. 이는 모델 가중치가 빠졌다는 의미가 아닙니다. 학습된 모델 가중치는 `model.safetensors`에 있으며, class weight는 학습 중 loss에만 적용되는 선택 설정입니다. 상세 값은 `training_config.json`과 `training_provenance.json`에 있습니다.
|
| 105 |
|
|
|
|
| 118 |
|
| 119 |
| 지표 | Precision | Recall | F1 |
|
| 120 |
|---|---:|---:|---:|
|
| 121 |
+
| Macro | 0.8435 | 0.9445 | 0.8834 |
|
| 122 |
+
| Micro | 0.7966 | 0.9445 | 0.8643 |
|
| 123 |
|
| 124 |
이 점수는 문장당 PII 하나와 짧은 정형 문장 중심의 validation 점수보다 훨씬 엄격한 조건에서 측정했습니다. 표·목록·CSV·JSON, 라벨 안내어가 없는 문장, 여러 사람과 여러 PII가 함께 등장하는 긴 문서를 포함합니다.
|
| 125 |
|
|
|
|
| 127 |
|
| 128 |
| Label | Precision | Recall | F1 |
|
| 129 |
|---|---:|---:|---:|
|
| 130 |
+
| ACCOUNT_NUMBER | 0.821 | 0.870 | 0.845 |
|
| 131 |
+
| ADDRESS | 0.874 | 0.900 | 0.887 |
|
| 132 |
+
| AGE | 0.893 | 1.000 | 0.943 |
|
| 133 |
+
| ALIEN_NUMBER | 0.907 | 0.970 | 0.937 |
|
| 134 |
+
| BIRTHDATE | 0.980 | 1.000 | 0.990 |
|
| 135 |
+
| BLOOD_TYPE | 0.672 | 0.860 | 0.754 |
|
| 136 |
+
| CARD_NUMBER | 0.870 | 1.000 | 0.930 |
|
| 137 |
+
| CITY | 1.000 | 1.000 | 1.000 |
|
| 138 |
+
| DEPARTMENT | 0.958 | 0.920 | 0.939 |
|
| 139 |
+
| DRIVER_LICENSE | 0.833 | 0.900 | 0.865 |
|
| 140 |
+
| EMAIL | 0.926 | 1.000 | 0.962 |
|
| 141 |
+
| EMPLOYEE_ID | 0.633 | 1.000 | 0.775 |
|
| 142 |
+
| GENDER | 0.908 | 0.990 | 0.947 |
|
| 143 |
+
| HEIGHT | 0.882 | 0.970 | 0.924 |
|
| 144 |
+
| IP_ADDRESS | 0.797 | 0.940 | 0.862 |
|
| 145 |
+
| MAJOR | 0.893 | 1.000 | 0.943 |
|
| 146 |
+
| MEMBER_ID | 0.887 | 0.940 | 0.913 |
|
| 147 |
+
| NAME | 0.798 | 0.990 | 0.884 |
|
| 148 |
+
| NATIONALITY | 1.000 | 1.000 | 1.000 |
|
| 149 |
+
| NICKNAME | 0.262 | 0.710 | 0.383 |
|
| 150 |
+
| PARTICIPANT_ID | 0.405 | 0.980 | 0.573 |
|
| 151 |
+
| PASSPORTNUM | 0.990 | 0.990 | 0.990 |
|
| 152 |
+
| PHONE | 0.990 | 1.000 | 0.995 |
|
| 153 |
+
| POSITION | 0.786 | 0.990 | 0.876 |
|
| 154 |
+
| RELIGION | 1.000 | 0.800 | 0.889 |
|
| 155 |
+
| RRN | 0.912 | 0.930 | 0.921 |
|
| 156 |
| SCHOOL | 0.980 | 1.000 | 0.990 |
|
| 157 |
+
| URL | 0.826 | 0.900 | 0.861 |
|
| 158 |
+
| USER_ID | 0.715 | 0.880 | 0.789 |
|
| 159 |
+
| VEHICLE_NUMBER | 0.807 | 0.880 | 0.842 |
|
| 160 |
+
| WEIGHT | 0.883 | 0.980 | 0.929 |
|
| 161 |
+
| WORKPLACE | 0.907 | 0.980 | 0.942 |
|
| 162 |
+
| ZIPCODE | 0.841 | 0.900 | 0.870 |
|
| 163 |
|
| 164 |
계산에 사용한 TP/FP/FN과 전체 소수점 값은 `per_label_metrics.json`, 원시 평가 결과는 `raw_evaluation_results.json`에 있습니다.
|
| 165 |
|
|
|
|
| 169 |
|
| 170 |
기존 경로인 `label_thresholds_calibration_v1.json`은 삭제하지 않고 새 파일 위치를 알려 주는 호환성 안내 파일로 유지합니다. 실제 임계값은 반드시 `label_thresholds.json` 또는 `threshold_policy.json`을 사용해야 합니다.
|
| 171 |
|
| 172 |
+
초기 정책에서는 low 미만 후보도 자동 폐기하지 않습니다. Calibration에서 엄격한 조건을 통과한 `EMAIL`, `NATIONALITY`, `SCHOOL`만 `0.999` 이상에서 자동 채택 대상으로 표시하고, 나머지는 추가 검토가 필요한 후보로 둡니다. 새 독립 최종 holdout에서 이 자동 채택 구간의 FP는 0건이었습니다. 운영 분포에서 로그와 정답이 충분히 쌓이기 전까지 low 값만 보고 탐지 후보를 폐기하는 것은 권장하지 않습니다.
|
| 173 |
|
| 174 |
## 한계
|
| 175 |
|
| 176 |
- 학습 및 평가 데이터가 합성이므로 실제 개인정보, RAG 응답, OCR 문서, 업무 도메인의 성능을 보장하지 않습니다.
|
| 177 |
+
- `NICKNAME`, `PARTICIPANT_ID`, `BLOOD_TYPE`, `EMPLOYEE_ID`, `USER_ID`는 최종 holdout에서 상대적으로 낮았습니다. 특히 `NICKNAME`의 raw F1은 `0.383`이므로 자동 확정에 사용하면 안 됩니다.
|
| 178 |
- 이름·소속·직급처럼 형태가 고정되지 않은 PII는 문맥과 도메인의 영향을 많이 받습니다.
|
| 179 |
- 정규식·체크섬으로 판별 가능한 구조적 PII는 NER 결과와 별도로 검증하는 것이 좋습니다.
|
| 180 |
- 512 토큰보다 긴 문서는 window 추론이 필요합니다.
|
__pycache__/korean_id_postprocess.cpython-312.pyc
ADDED
|
Binary file (4.23 kB). View file
|
|
|
best_validation_metrics.json
CHANGED
|
@@ -1,10 +1,10 @@
|
|
| 1 |
{
|
| 2 |
"epoch": 1,
|
| 3 |
-
"train_loss": 0.
|
| 4 |
-
"peak_gpu_memory_mb":
|
| 5 |
-
"micro_precision": 0.
|
| 6 |
-
"micro_recall": 0.
|
| 7 |
-
"micro_f1": 0.
|
| 8 |
"per_label": {
|
| 9 |
"ACCOUNT_NUMBER": {
|
| 10 |
"precision": 1.0,
|
|
@@ -31,19 +31,19 @@
|
|
| 31 |
"fn": 1
|
| 32 |
},
|
| 33 |
"ALIEN_NUMBER": {
|
| 34 |
-
"precision":
|
| 35 |
-
"recall":
|
| 36 |
-
"f1": 0.
|
| 37 |
-
"tp":
|
| 38 |
-
"fp":
|
| 39 |
-
"fn":
|
| 40 |
},
|
| 41 |
"BIRTHDATE": {
|
| 42 |
-
"precision": 0.
|
| 43 |
"recall": 1.0,
|
| 44 |
-
"f1": 0.
|
| 45 |
"tp": 260,
|
| 46 |
-
"fp":
|
| 47 |
"fn": 0
|
| 48 |
},
|
| 49 |
"BLOOD_TYPE": {
|
|
@@ -71,12 +71,12 @@
|
|
| 71 |
"fn": 0
|
| 72 |
},
|
| 73 |
"DEPARTMENT": {
|
| 74 |
-
"precision":
|
| 75 |
-
"recall":
|
| 76 |
-
"f1":
|
| 77 |
-
"tp":
|
| 78 |
-
"fp":
|
| 79 |
-
"fn":
|
| 80 |
},
|
| 81 |
"DRIVER_LICENSE": {
|
| 82 |
"precision": 1.0,
|
|
@@ -127,12 +127,12 @@
|
|
| 127 |
"fn": 0
|
| 128 |
},
|
| 129 |
"MAJOR": {
|
| 130 |
-
"precision": 0.
|
| 131 |
-
"recall": 0.
|
| 132 |
-
"f1": 0.
|
| 133 |
-
"tp":
|
| 134 |
-
"fp":
|
| 135 |
-
"fn":
|
| 136 |
},
|
| 137 |
"MEMBER_ID": {
|
| 138 |
"precision": 1.0,
|
|
@@ -191,11 +191,11 @@
|
|
| 191 |
"fn": 0
|
| 192 |
},
|
| 193 |
"POSITION": {
|
| 194 |
-
"precision": 0.
|
| 195 |
"recall": 0.9975124378109452,
|
| 196 |
-
"f1": 0.
|
| 197 |
"tp": 802,
|
| 198 |
-
"fp":
|
| 199 |
"fn": 2
|
| 200 |
},
|
| 201 |
"RELIGION": {
|
|
@@ -207,12 +207,12 @@
|
|
| 207 |
"fn": 0
|
| 208 |
},
|
| 209 |
"RRN": {
|
| 210 |
-
"precision":
|
| 211 |
-
"recall":
|
| 212 |
-
"f1": 0.
|
| 213 |
-
"tp":
|
| 214 |
-
"fp":
|
| 215 |
-
"fn":
|
| 216 |
},
|
| 217 |
"SCHOOL": {
|
| 218 |
"precision": 1.0,
|
|
@@ -231,19 +231,19 @@
|
|
| 231 |
"fn": 0
|
| 232 |
},
|
| 233 |
"USER_ID": {
|
| 234 |
-
"precision": 0.
|
| 235 |
"recall": 1.0,
|
| 236 |
-
"f1": 0.
|
| 237 |
"tp": 34,
|
| 238 |
-
"fp":
|
| 239 |
"fn": 0
|
| 240 |
},
|
| 241 |
"VEHICLE_NUMBER": {
|
| 242 |
-
"precision":
|
| 243 |
"recall": 1.0,
|
| 244 |
-
"f1":
|
| 245 |
"tp": 35,
|
| 246 |
-
"fp":
|
| 247 |
"fn": 0
|
| 248 |
},
|
| 249 |
"WEIGHT": {
|
|
|
|
| 1 |
{
|
| 2 |
"epoch": 1,
|
| 3 |
+
"train_loss": 0.003366851370334628,
|
| 4 |
+
"peak_gpu_memory_mb": 2208.0,
|
| 5 |
+
"micro_precision": 0.9943534726143421,
|
| 6 |
+
"micro_recall": 0.9985823646158208,
|
| 7 |
+
"micro_f1": 0.9964634318856981,
|
| 8 |
"per_label": {
|
| 9 |
"ACCOUNT_NUMBER": {
|
| 10 |
"precision": 1.0,
|
|
|
|
| 31 |
"fn": 1
|
| 32 |
},
|
| 33 |
"ALIEN_NUMBER": {
|
| 34 |
+
"precision": 0.9523809523809523,
|
| 35 |
+
"recall": 1.0,
|
| 36 |
+
"f1": 0.975609756097561,
|
| 37 |
+
"tp": 20,
|
| 38 |
+
"fp": 1,
|
| 39 |
+
"fn": 0
|
| 40 |
},
|
| 41 |
"BIRTHDATE": {
|
| 42 |
+
"precision": 0.9923664122137404,
|
| 43 |
"recall": 1.0,
|
| 44 |
+
"f1": 0.9961685823754789,
|
| 45 |
"tp": 260,
|
| 46 |
+
"fp": 2,
|
| 47 |
"fn": 0
|
| 48 |
},
|
| 49 |
"BLOOD_TYPE": {
|
|
|
|
| 71 |
"fn": 0
|
| 72 |
},
|
| 73 |
"DEPARTMENT": {
|
| 74 |
+
"precision": 1.0,
|
| 75 |
+
"recall": 1.0,
|
| 76 |
+
"f1": 1.0,
|
| 77 |
+
"tp": 804,
|
| 78 |
+
"fp": 0,
|
| 79 |
+
"fn": 0
|
| 80 |
},
|
| 81 |
"DRIVER_LICENSE": {
|
| 82 |
"precision": 1.0,
|
|
|
|
| 127 |
"fn": 0
|
| 128 |
},
|
| 129 |
"MAJOR": {
|
| 130 |
+
"precision": 0.7241379310344828,
|
| 131 |
+
"recall": 0.875,
|
| 132 |
+
"f1": 0.7924528301886793,
|
| 133 |
+
"tp": 21,
|
| 134 |
+
"fp": 8,
|
| 135 |
+
"fn": 3
|
| 136 |
},
|
| 137 |
"MEMBER_ID": {
|
| 138 |
"precision": 1.0,
|
|
|
|
| 191 |
"fn": 0
|
| 192 |
},
|
| 193 |
"POSITION": {
|
| 194 |
+
"precision": 0.981640146878825,
|
| 195 |
"recall": 0.9975124378109452,
|
| 196 |
+
"f1": 0.9895126465144972,
|
| 197 |
"tp": 802,
|
| 198 |
+
"fp": 15,
|
| 199 |
"fn": 2
|
| 200 |
},
|
| 201 |
"RELIGION": {
|
|
|
|
| 207 |
"fn": 0
|
| 208 |
},
|
| 209 |
"RRN": {
|
| 210 |
+
"precision": 1.0,
|
| 211 |
+
"recall": 0.9787234042553191,
|
| 212 |
+
"f1": 0.989247311827957,
|
| 213 |
+
"tp": 46,
|
| 214 |
+
"fp": 0,
|
| 215 |
+
"fn": 1
|
| 216 |
},
|
| 217 |
"SCHOOL": {
|
| 218 |
"precision": 1.0,
|
|
|
|
| 231 |
"fn": 0
|
| 232 |
},
|
| 233 |
"USER_ID": {
|
| 234 |
+
"precision": 0.9444444444444444,
|
| 235 |
"recall": 1.0,
|
| 236 |
+
"f1": 0.9714285714285714,
|
| 237 |
"tp": 34,
|
| 238 |
+
"fp": 2,
|
| 239 |
"fn": 0
|
| 240 |
},
|
| 241 |
"VEHICLE_NUMBER": {
|
| 242 |
+
"precision": 0.9722222222222222,
|
| 243 |
"recall": 1.0,
|
| 244 |
+
"f1": 0.9859154929577464,
|
| 245 |
"tp": 35,
|
| 246 |
+
"fp": 1,
|
| 247 |
"fn": 0
|
| 248 |
},
|
| 249 |
"WEIGHT": {
|
config.json
CHANGED
|
@@ -8,6 +8,7 @@
|
|
| 8 |
"classifier_dropout": null,
|
| 9 |
"dtype": "float32",
|
| 10 |
"eos_token_id": null,
|
|
|
|
| 11 |
"hidden_act": "gelu",
|
| 12 |
"hidden_dropout_prob": 0.1,
|
| 13 |
"hidden_size": 768,
|
|
@@ -166,6 +167,5 @@
|
|
| 166 |
"transformers_version": "5.14.1",
|
| 167 |
"type_vocab_size": 2,
|
| 168 |
"use_cache": true,
|
| 169 |
-
"vocab_size": 36440
|
| 170 |
-
"finetuning_task": "token-classification"
|
| 171 |
}
|
|
|
|
| 8 |
"classifier_dropout": null,
|
| 9 |
"dtype": "float32",
|
| 10 |
"eos_token_id": null,
|
| 11 |
+
"finetuning_task": "token-classification",
|
| 12 |
"hidden_act": "gelu",
|
| 13 |
"hidden_dropout_prob": 0.1,
|
| 14 |
"hidden_size": 768,
|
|
|
|
| 167 |
"transformers_version": "5.14.1",
|
| 168 |
"type_vocab_size": 2,
|
| 169 |
"use_cache": true,
|
| 170 |
+
"vocab_size": 36440
|
|
|
|
| 171 |
}
|
evaluation_results.json
CHANGED
|
@@ -4,38 +4,38 @@
|
|
| 4 |
"threshold_policy": "threshold_policy.json",
|
| 5 |
"one_time_final_evaluation": true,
|
| 6 |
"raw_exact_span": {
|
| 7 |
-
"macro_precision": 0.
|
| 8 |
-
"macro_recall": 0.
|
| 9 |
-
"macro_f1": 0.
|
| 10 |
-
"micro_precision": 0.
|
| 11 |
-
"micro_recall": 0.
|
| 12 |
-
"micro_f1": 0.
|
| 13 |
-
"tp":
|
| 14 |
-
"fp":
|
| 15 |
-
"fn":
|
| 16 |
},
|
| 17 |
"initial_safe_candidate_routing": {
|
| 18 |
-
"auto_tp":
|
| 19 |
"auto_fp": 0,
|
| 20 |
-
"sllm_tp_candidates":
|
| 21 |
-
"sllm_fp_candidates":
|
| 22 |
"auto_precision": 1.0,
|
| 23 |
-
"auto_candidate_coverage": 0.
|
| 24 |
-
"sllm_candidates":
|
| 25 |
},
|
| 26 |
"document_fallback_analysis": {
|
| 27 |
"documents": 1320,
|
| 28 |
-
"candidate_documents":
|
| 29 |
-
"zero_candidate_documents":
|
| 30 |
"zero_candidate_positive_documents": 0,
|
| 31 |
-
"zero_candidate_negative_documents":
|
| 32 |
-
"documents_with_sllm_candidate":
|
| 33 |
-
"fn_total":
|
| 34 |
-
"fn_in_documents_with_sllm_candidate":
|
| 35 |
-
"fallback_rule_zero_candidate_and_tokens_gt_120_docs":
|
| 36 |
-
"fn_potentially_exposed_to_sllm_with_candidate_or_zero_fallback":
|
| 37 |
-
"strict_rule_all_documents_tokens_gt_256_docs":
|
| 38 |
-
"fn_potentially_exposed_to_sllm_with_candidate_or_strict_long_fallback":
|
| 39 |
"important": "Potential exposure is not recovery; actual recovery depends on SLLM recall. Candidate thresholds cannot recover FN by themselves."
|
| 40 |
},
|
| 41 |
"per_label": {
|
|
@@ -43,339 +43,339 @@
|
|
| 43 |
"low": 0.6,
|
| 44 |
"high": 1.0,
|
| 45 |
"auto_accept_enabled": false,
|
| 46 |
-
"raw_tp":
|
| 47 |
-
"raw_fp":
|
| 48 |
-
"raw_fn":
|
| 49 |
"auto_tp": 0,
|
| 50 |
"auto_fp": 0,
|
| 51 |
"auto_precision": null,
|
| 52 |
-
"sllm_tp_candidates":
|
| 53 |
-
"sllm_fp_candidates":
|
| 54 |
},
|
| 55 |
"ADDRESS": {
|
| 56 |
"low": 0.85,
|
| 57 |
"high": 1.0,
|
| 58 |
"auto_accept_enabled": false,
|
| 59 |
-
"raw_tp":
|
| 60 |
-
"raw_fp":
|
| 61 |
-
"raw_fn":
|
| 62 |
"auto_tp": 0,
|
| 63 |
"auto_fp": 0,
|
| 64 |
"auto_precision": null,
|
| 65 |
-
"sllm_tp_candidates":
|
| 66 |
-
"sllm_fp_candidates":
|
| 67 |
},
|
| 68 |
"AGE": {
|
| 69 |
"low": 0.85,
|
| 70 |
"high": 1.0,
|
| 71 |
"auto_accept_enabled": false,
|
| 72 |
-
"raw_tp":
|
| 73 |
"raw_fp": 12,
|
| 74 |
-
"raw_fn":
|
| 75 |
"auto_tp": 0,
|
| 76 |
"auto_fp": 0,
|
| 77 |
"auto_precision": null,
|
| 78 |
-
"sllm_tp_candidates":
|
| 79 |
"sllm_fp_candidates": 12
|
| 80 |
},
|
| 81 |
"ALIEN_NUMBER": {
|
| 82 |
-
"low": 0.
|
| 83 |
"high": 1.0,
|
| 84 |
"auto_accept_enabled": false,
|
| 85 |
-
"raw_tp":
|
| 86 |
-
"raw_fp":
|
| 87 |
-
"raw_fn":
|
| 88 |
"auto_tp": 0,
|
| 89 |
"auto_fp": 0,
|
| 90 |
"auto_precision": null,
|
| 91 |
-
"sllm_tp_candidates":
|
| 92 |
-
"sllm_fp_candidates":
|
| 93 |
},
|
| 94 |
"BIRTHDATE": {
|
| 95 |
"low": 0.85,
|
| 96 |
"high": 1.0,
|
| 97 |
"auto_accept_enabled": false,
|
| 98 |
-
"raw_tp":
|
| 99 |
-
"raw_fp":
|
| 100 |
-
"raw_fn":
|
| 101 |
"auto_tp": 0,
|
| 102 |
"auto_fp": 0,
|
| 103 |
"auto_precision": null,
|
| 104 |
-
"sllm_tp_candidates":
|
| 105 |
-
"sllm_fp_candidates":
|
| 106 |
},
|
| 107 |
"BLOOD_TYPE": {
|
| 108 |
"low": 0.6,
|
| 109 |
"high": 1.0,
|
| 110 |
"auto_accept_enabled": false,
|
| 111 |
-
"raw_tp":
|
| 112 |
-
"raw_fp":
|
| 113 |
-
"raw_fn":
|
| 114 |
"auto_tp": 0,
|
| 115 |
"auto_fp": 0,
|
| 116 |
"auto_precision": null,
|
| 117 |
-
"sllm_tp_candidates":
|
| 118 |
-
"sllm_fp_candidates":
|
| 119 |
},
|
| 120 |
"CARD_NUMBER": {
|
| 121 |
-
"low": 0.
|
| 122 |
"high": 1.0,
|
| 123 |
"auto_accept_enabled": false,
|
| 124 |
"raw_tp": 100,
|
| 125 |
-
"raw_fp":
|
| 126 |
"raw_fn": 0,
|
| 127 |
"auto_tp": 0,
|
| 128 |
"auto_fp": 0,
|
| 129 |
"auto_precision": null,
|
| 130 |
"sllm_tp_candidates": 100,
|
| 131 |
-
"sllm_fp_candidates":
|
| 132 |
},
|
| 133 |
"CITY": {
|
| 134 |
-
"low": 0.
|
| 135 |
"high": 1.0,
|
| 136 |
"auto_accept_enabled": false,
|
| 137 |
-
"raw_tp":
|
| 138 |
-
"raw_fp":
|
| 139 |
-
"raw_fn":
|
| 140 |
"auto_tp": 0,
|
| 141 |
"auto_fp": 0,
|
| 142 |
"auto_precision": null,
|
| 143 |
-
"sllm_tp_candidates":
|
| 144 |
-
"sllm_fp_candidates":
|
| 145 |
},
|
| 146 |
"DEPARTMENT": {
|
| 147 |
"low": 0.85,
|
| 148 |
"high": 1.0,
|
| 149 |
"auto_accept_enabled": false,
|
| 150 |
-
"raw_tp":
|
| 151 |
"raw_fp": 4,
|
| 152 |
-
"raw_fn":
|
| 153 |
"auto_tp": 0,
|
| 154 |
"auto_fp": 0,
|
| 155 |
"auto_precision": null,
|
| 156 |
-
"sllm_tp_candidates":
|
| 157 |
"sllm_fp_candidates": 4
|
| 158 |
},
|
| 159 |
"DRIVER_LICENSE": {
|
| 160 |
"low": 0.6,
|
| 161 |
"high": 1.0,
|
| 162 |
"auto_accept_enabled": false,
|
| 163 |
-
"raw_tp":
|
| 164 |
-
"raw_fp":
|
| 165 |
-
"raw_fn":
|
| 166 |
"auto_tp": 0,
|
| 167 |
"auto_fp": 0,
|
| 168 |
"auto_precision": null,
|
| 169 |
-
"sllm_tp_candidates":
|
| 170 |
-
"sllm_fp_candidates":
|
| 171 |
},
|
| 172 |
"EMAIL": {
|
| 173 |
"low": 0.85,
|
| 174 |
"high": 0.999,
|
| 175 |
"auto_accept_enabled": true,
|
| 176 |
"raw_tp": 100,
|
| 177 |
-
"raw_fp":
|
| 178 |
"raw_fn": 0,
|
| 179 |
-
"auto_tp":
|
| 180 |
"auto_fp": 0,
|
| 181 |
"auto_precision": 1.0,
|
| 182 |
-
"sllm_tp_candidates":
|
| 183 |
-
"sllm_fp_candidates":
|
| 184 |
},
|
| 185 |
"EMPLOYEE_ID": {
|
| 186 |
-
"low": 0.
|
| 187 |
"high": 1.0,
|
| 188 |
"auto_accept_enabled": false,
|
| 189 |
-
"raw_tp":
|
| 190 |
-
"raw_fp":
|
| 191 |
-
"raw_fn":
|
| 192 |
"auto_tp": 0,
|
| 193 |
"auto_fp": 0,
|
| 194 |
"auto_precision": null,
|
| 195 |
-
"sllm_tp_candidates":
|
| 196 |
-
"sllm_fp_candidates":
|
| 197 |
},
|
| 198 |
"GENDER": {
|
| 199 |
"low": 0.85,
|
| 200 |
"high": 1.0,
|
| 201 |
"auto_accept_enabled": false,
|
| 202 |
-
"raw_tp":
|
| 203 |
"raw_fp": 10,
|
| 204 |
-
"raw_fn":
|
| 205 |
"auto_tp": 0,
|
| 206 |
"auto_fp": 0,
|
| 207 |
"auto_precision": null,
|
| 208 |
-
"sllm_tp_candidates":
|
| 209 |
"sllm_fp_candidates": 10
|
| 210 |
},
|
| 211 |
"HEIGHT": {
|
| 212 |
"low": 0.85,
|
| 213 |
"high": 1.0,
|
| 214 |
"auto_accept_enabled": false,
|
| 215 |
-
"raw_tp":
|
| 216 |
-
"raw_fp":
|
| 217 |
-
"raw_fn":
|
| 218 |
"auto_tp": 0,
|
| 219 |
"auto_fp": 0,
|
| 220 |
"auto_precision": null,
|
| 221 |
-
"sllm_tp_candidates":
|
| 222 |
-
"sllm_fp_candidates":
|
| 223 |
},
|
| 224 |
"IP_ADDRESS": {
|
| 225 |
"low": 0.85,
|
| 226 |
"high": 1.0,
|
| 227 |
"auto_accept_enabled": false,
|
| 228 |
-
"raw_tp":
|
| 229 |
-
"raw_fp":
|
| 230 |
-
"raw_fn":
|
| 231 |
"auto_tp": 0,
|
| 232 |
"auto_fp": 0,
|
| 233 |
"auto_precision": null,
|
| 234 |
-
"sllm_tp_candidates":
|
| 235 |
-
"sllm_fp_candidates":
|
| 236 |
},
|
| 237 |
"MAJOR": {
|
| 238 |
"low": 0.85,
|
| 239 |
"high": 1.0,
|
| 240 |
"auto_accept_enabled": false,
|
| 241 |
-
"raw_tp":
|
| 242 |
-
"raw_fp":
|
| 243 |
-
"raw_fn":
|
| 244 |
"auto_tp": 0,
|
| 245 |
"auto_fp": 0,
|
| 246 |
"auto_precision": null,
|
| 247 |
-
"sllm_tp_candidates":
|
| 248 |
-
"sllm_fp_candidates":
|
| 249 |
},
|
| 250 |
"MEMBER_ID": {
|
| 251 |
"low": 0.6,
|
| 252 |
"high": 1.0,
|
| 253 |
"auto_accept_enabled": false,
|
| 254 |
"raw_tp": 94,
|
| 255 |
-
"raw_fp":
|
| 256 |
"raw_fn": 6,
|
| 257 |
"auto_tp": 0,
|
| 258 |
"auto_fp": 0,
|
| 259 |
"auto_precision": null,
|
| 260 |
"sllm_tp_candidates": 94,
|
| 261 |
-
"sllm_fp_candidates":
|
| 262 |
},
|
| 263 |
"NAME": {
|
| 264 |
"low": 0.85,
|
| 265 |
"high": 1.0,
|
| 266 |
"auto_accept_enabled": false,
|
| 267 |
-
"raw_tp":
|
| 268 |
-
"raw_fp":
|
| 269 |
-
"raw_fn":
|
| 270 |
"auto_tp": 0,
|
| 271 |
"auto_fp": 0,
|
| 272 |
"auto_precision": null,
|
| 273 |
-
"sllm_tp_candidates":
|
| 274 |
-
"sllm_fp_candidates":
|
| 275 |
},
|
| 276 |
"NATIONALITY": {
|
| 277 |
"low": 0.85,
|
| 278 |
"high": 0.999,
|
| 279 |
"auto_accept_enabled": true,
|
| 280 |
-
"raw_tp":
|
| 281 |
-
"raw_fp":
|
| 282 |
-
"raw_fn":
|
| 283 |
"auto_tp": 41,
|
| 284 |
"auto_fp": 0,
|
| 285 |
"auto_precision": 1.0,
|
| 286 |
-
"sllm_tp_candidates":
|
| 287 |
-
"sllm_fp_candidates":
|
| 288 |
},
|
| 289 |
"NICKNAME": {
|
| 290 |
"low": 0.6,
|
| 291 |
"high": 1.0,
|
| 292 |
"auto_accept_enabled": false,
|
| 293 |
-
"raw_tp":
|
| 294 |
-
"raw_fp":
|
| 295 |
-
"raw_fn":
|
| 296 |
"auto_tp": 0,
|
| 297 |
"auto_fp": 0,
|
| 298 |
"auto_precision": null,
|
| 299 |
-
"sllm_tp_candidates":
|
| 300 |
-
"sllm_fp_candidates":
|
| 301 |
},
|
| 302 |
"PARTICIPANT_ID": {
|
| 303 |
-
"low": 0.
|
| 304 |
"high": 1.0,
|
| 305 |
"auto_accept_enabled": false,
|
| 306 |
-
"raw_tp":
|
| 307 |
-
"raw_fp":
|
| 308 |
-
"raw_fn":
|
| 309 |
"auto_tp": 0,
|
| 310 |
"auto_fp": 0,
|
| 311 |
"auto_precision": null,
|
| 312 |
-
"sllm_tp_candidates":
|
| 313 |
-
"sllm_fp_candidates":
|
| 314 |
},
|
| 315 |
"PASSPORTNUM": {
|
| 316 |
"low": 0.85,
|
| 317 |
-
"high":
|
| 318 |
-
"auto_accept_enabled":
|
| 319 |
"raw_tp": 99,
|
| 320 |
-
"raw_fp":
|
| 321 |
"raw_fn": 1,
|
| 322 |
-
"auto_tp":
|
| 323 |
"auto_fp": 0,
|
| 324 |
-
"auto_precision":
|
| 325 |
-
"sllm_tp_candidates":
|
| 326 |
-
"sllm_fp_candidates":
|
| 327 |
},
|
| 328 |
"PHONE": {
|
| 329 |
"low": 0.85,
|
| 330 |
"high": 1.0,
|
| 331 |
"auto_accept_enabled": false,
|
| 332 |
-
"raw_tp":
|
| 333 |
-
"raw_fp":
|
| 334 |
-
"raw_fn":
|
| 335 |
"auto_tp": 0,
|
| 336 |
"auto_fp": 0,
|
| 337 |
"auto_precision": null,
|
| 338 |
-
"sllm_tp_candidates":
|
| 339 |
-
"sllm_fp_candidates":
|
| 340 |
},
|
| 341 |
"POSITION": {
|
| 342 |
"low": 0.85,
|
| 343 |
"high": 1.0,
|
| 344 |
"auto_accept_enabled": false,
|
| 345 |
-
"raw_tp":
|
| 346 |
-
"raw_fp":
|
| 347 |
-
"raw_fn":
|
| 348 |
"auto_tp": 0,
|
| 349 |
"auto_fp": 0,
|
| 350 |
"auto_precision": null,
|
| 351 |
-
"sllm_tp_candidates":
|
| 352 |
-
"sllm_fp_candidates":
|
| 353 |
},
|
| 354 |
"RELIGION": {
|
| 355 |
"low": 0.85,
|
| 356 |
"high": 1.0,
|
| 357 |
"auto_accept_enabled": false,
|
| 358 |
-
"raw_tp":
|
| 359 |
-
"raw_fp":
|
| 360 |
-
"raw_fn":
|
| 361 |
"auto_tp": 0,
|
| 362 |
"auto_fp": 0,
|
| 363 |
"auto_precision": null,
|
| 364 |
-
"sllm_tp_candidates":
|
| 365 |
-
"sllm_fp_candidates":
|
| 366 |
},
|
| 367 |
"RRN": {
|
| 368 |
"low": 0.6,
|
| 369 |
"high": 1.0,
|
| 370 |
"auto_accept_enabled": false,
|
| 371 |
-
"raw_tp":
|
| 372 |
-
"raw_fp":
|
| 373 |
-
"raw_fn":
|
| 374 |
"auto_tp": 0,
|
| 375 |
"auto_fp": 0,
|
| 376 |
"auto_precision": null,
|
| 377 |
-
"sllm_tp_candidates":
|
| 378 |
-
"sllm_fp_candidates":
|
| 379 |
},
|
| 380 |
"SCHOOL": {
|
| 381 |
"low": 0.85,
|
|
@@ -384,89 +384,89 @@
|
|
| 384 |
"raw_tp": 100,
|
| 385 |
"raw_fp": 2,
|
| 386 |
"raw_fn": 0,
|
| 387 |
-
"auto_tp":
|
| 388 |
"auto_fp": 0,
|
| 389 |
"auto_precision": 1.0,
|
| 390 |
-
"sllm_tp_candidates":
|
| 391 |
"sllm_fp_candidates": 2
|
| 392 |
},
|
| 393 |
"URL": {
|
| 394 |
"low": 0.85,
|
| 395 |
"high": 1.0,
|
| 396 |
"auto_accept_enabled": false,
|
| 397 |
-
"raw_tp":
|
| 398 |
-
"raw_fp":
|
| 399 |
-
"raw_fn":
|
| 400 |
"auto_tp": 0,
|
| 401 |
"auto_fp": 0,
|
| 402 |
"auto_precision": null,
|
| 403 |
-
"sllm_tp_candidates":
|
| 404 |
-
"sllm_fp_candidates":
|
| 405 |
},
|
| 406 |
"USER_ID": {
|
| 407 |
"low": 0.6,
|
| 408 |
"high": 1.0,
|
| 409 |
"auto_accept_enabled": false,
|
| 410 |
-
"raw_tp":
|
| 411 |
-
"raw_fp":
|
| 412 |
-
"raw_fn":
|
| 413 |
"auto_tp": 0,
|
| 414 |
"auto_fp": 0,
|
| 415 |
"auto_precision": null,
|
| 416 |
-
"sllm_tp_candidates":
|
| 417 |
-
"sllm_fp_candidates":
|
| 418 |
},
|
| 419 |
"VEHICLE_NUMBER": {
|
| 420 |
-
"low": 0.
|
| 421 |
"high": 1.0,
|
| 422 |
"auto_accept_enabled": false,
|
| 423 |
-
"raw_tp":
|
| 424 |
-
"raw_fp":
|
| 425 |
-
"raw_fn":
|
| 426 |
"auto_tp": 0,
|
| 427 |
"auto_fp": 0,
|
| 428 |
"auto_precision": null,
|
| 429 |
-
"sllm_tp_candidates":
|
| 430 |
-
"sllm_fp_candidates":
|
| 431 |
},
|
| 432 |
"WEIGHT": {
|
| 433 |
"low": 0.85,
|
| 434 |
"high": 1.0,
|
| 435 |
"auto_accept_enabled": false,
|
| 436 |
-
"raw_tp":
|
| 437 |
-
"raw_fp":
|
| 438 |
-
"raw_fn":
|
| 439 |
"auto_tp": 0,
|
| 440 |
"auto_fp": 0,
|
| 441 |
"auto_precision": null,
|
| 442 |
-
"sllm_tp_candidates":
|
| 443 |
-
"sllm_fp_candidates":
|
| 444 |
},
|
| 445 |
"WORKPLACE": {
|
| 446 |
"low": 0.6,
|
| 447 |
"high": 1.0,
|
| 448 |
"auto_accept_enabled": false,
|
| 449 |
-
"raw_tp":
|
| 450 |
-
"raw_fp":
|
| 451 |
-
"raw_fn":
|
| 452 |
"auto_tp": 0,
|
| 453 |
"auto_fp": 0,
|
| 454 |
"auto_precision": null,
|
| 455 |
-
"sllm_tp_candidates":
|
| 456 |
-
"sllm_fp_candidates":
|
| 457 |
},
|
| 458 |
"ZIPCODE": {
|
| 459 |
-
"low": 0.
|
| 460 |
"high": 1.0,
|
| 461 |
"auto_accept_enabled": false,
|
| 462 |
-
"raw_tp":
|
| 463 |
-
"raw_fp":
|
| 464 |
-
"raw_fn":
|
| 465 |
"auto_tp": 0,
|
| 466 |
"auto_fp": 0,
|
| 467 |
"auto_precision": null,
|
| 468 |
-
"sllm_tp_candidates":
|
| 469 |
-
"sllm_fp_candidates":
|
| 470 |
}
|
| 471 |
}
|
| 472 |
}
|
|
|
|
| 4 |
"threshold_policy": "threshold_policy.json",
|
| 5 |
"one_time_final_evaluation": true,
|
| 6 |
"raw_exact_span": {
|
| 7 |
+
"macro_precision": 0.8435092886798229,
|
| 8 |
+
"macro_recall": 0.9445454545454546,
|
| 9 |
+
"macro_f1": 0.883369786048345,
|
| 10 |
+
"micro_precision": 0.7965755175057501,
|
| 11 |
+
"micro_recall": 0.9445454545454546,
|
| 12 |
+
"micro_f1": 0.8642728407042839,
|
| 13 |
+
"tp": 3117,
|
| 14 |
+
"fp": 796,
|
| 15 |
+
"fn": 183
|
| 16 |
},
|
| 17 |
"initial_safe_candidate_routing": {
|
| 18 |
+
"auto_tp": 216,
|
| 19 |
"auto_fp": 0,
|
| 20 |
+
"sllm_tp_candidates": 2901,
|
| 21 |
+
"sllm_fp_candidates": 796,
|
| 22 |
"auto_precision": 1.0,
|
| 23 |
+
"auto_candidate_coverage": 0.055200613340148225,
|
| 24 |
+
"sllm_candidates": 3697
|
| 25 |
},
|
| 26 |
"document_fallback_analysis": {
|
| 27 |
"documents": 1320,
|
| 28 |
+
"candidate_documents": 813,
|
| 29 |
+
"zero_candidate_documents": 507,
|
| 30 |
"zero_candidate_positive_documents": 0,
|
| 31 |
+
"zero_candidate_negative_documents": 507,
|
| 32 |
+
"documents_with_sllm_candidate": 813,
|
| 33 |
+
"fn_total": 183,
|
| 34 |
+
"fn_in_documents_with_sllm_candidate": 183,
|
| 35 |
+
"fallback_rule_zero_candidate_and_tokens_gt_120_docs": 473,
|
| 36 |
+
"fn_potentially_exposed_to_sllm_with_candidate_or_zero_fallback": 183,
|
| 37 |
+
"strict_rule_all_documents_tokens_gt_256_docs": 758,
|
| 38 |
+
"fn_potentially_exposed_to_sllm_with_candidate_or_strict_long_fallback": 183,
|
| 39 |
"important": "Potential exposure is not recovery; actual recovery depends on SLLM recall. Candidate thresholds cannot recover FN by themselves."
|
| 40 |
},
|
| 41 |
"per_label": {
|
|
|
|
| 43 |
"low": 0.6,
|
| 44 |
"high": 1.0,
|
| 45 |
"auto_accept_enabled": false,
|
| 46 |
+
"raw_tp": 87,
|
| 47 |
+
"raw_fp": 19,
|
| 48 |
+
"raw_fn": 13,
|
| 49 |
"auto_tp": 0,
|
| 50 |
"auto_fp": 0,
|
| 51 |
"auto_precision": null,
|
| 52 |
+
"sllm_tp_candidates": 87,
|
| 53 |
+
"sllm_fp_candidates": 19
|
| 54 |
},
|
| 55 |
"ADDRESS": {
|
| 56 |
"low": 0.85,
|
| 57 |
"high": 1.0,
|
| 58 |
"auto_accept_enabled": false,
|
| 59 |
+
"raw_tp": 90,
|
| 60 |
+
"raw_fp": 13,
|
| 61 |
+
"raw_fn": 10,
|
| 62 |
"auto_tp": 0,
|
| 63 |
"auto_fp": 0,
|
| 64 |
"auto_precision": null,
|
| 65 |
+
"sllm_tp_candidates": 90,
|
| 66 |
+
"sllm_fp_candidates": 13
|
| 67 |
},
|
| 68 |
"AGE": {
|
| 69 |
"low": 0.85,
|
| 70 |
"high": 1.0,
|
| 71 |
"auto_accept_enabled": false,
|
| 72 |
+
"raw_tp": 100,
|
| 73 |
"raw_fp": 12,
|
| 74 |
+
"raw_fn": 0,
|
| 75 |
"auto_tp": 0,
|
| 76 |
"auto_fp": 0,
|
| 77 |
"auto_precision": null,
|
| 78 |
+
"sllm_tp_candidates": 100,
|
| 79 |
"sllm_fp_candidates": 12
|
| 80 |
},
|
| 81 |
"ALIEN_NUMBER": {
|
| 82 |
+
"low": 0.618,
|
| 83 |
"high": 1.0,
|
| 84 |
"auto_accept_enabled": false,
|
| 85 |
+
"raw_tp": 97,
|
| 86 |
+
"raw_fp": 10,
|
| 87 |
+
"raw_fn": 3,
|
| 88 |
"auto_tp": 0,
|
| 89 |
"auto_fp": 0,
|
| 90 |
"auto_precision": null,
|
| 91 |
+
"sllm_tp_candidates": 97,
|
| 92 |
+
"sllm_fp_candidates": 10
|
| 93 |
},
|
| 94 |
"BIRTHDATE": {
|
| 95 |
"low": 0.85,
|
| 96 |
"high": 1.0,
|
| 97 |
"auto_accept_enabled": false,
|
| 98 |
+
"raw_tp": 100,
|
| 99 |
+
"raw_fp": 2,
|
| 100 |
+
"raw_fn": 0,
|
| 101 |
"auto_tp": 0,
|
| 102 |
"auto_fp": 0,
|
| 103 |
"auto_precision": null,
|
| 104 |
+
"sllm_tp_candidates": 100,
|
| 105 |
+
"sllm_fp_candidates": 2
|
| 106 |
},
|
| 107 |
"BLOOD_TYPE": {
|
| 108 |
"low": 0.6,
|
| 109 |
"high": 1.0,
|
| 110 |
"auto_accept_enabled": false,
|
| 111 |
+
"raw_tp": 86,
|
| 112 |
+
"raw_fp": 42,
|
| 113 |
+
"raw_fn": 14,
|
| 114 |
"auto_tp": 0,
|
| 115 |
"auto_fp": 0,
|
| 116 |
"auto_precision": null,
|
| 117 |
+
"sllm_tp_candidates": 86,
|
| 118 |
+
"sllm_fp_candidates": 42
|
| 119 |
},
|
| 120 |
"CARD_NUMBER": {
|
| 121 |
+
"low": 0.756,
|
| 122 |
"high": 1.0,
|
| 123 |
"auto_accept_enabled": false,
|
| 124 |
"raw_tp": 100,
|
| 125 |
+
"raw_fp": 15,
|
| 126 |
"raw_fn": 0,
|
| 127 |
"auto_tp": 0,
|
| 128 |
"auto_fp": 0,
|
| 129 |
"auto_precision": null,
|
| 130 |
"sllm_tp_candidates": 100,
|
| 131 |
+
"sllm_fp_candidates": 15
|
| 132 |
},
|
| 133 |
"CITY": {
|
| 134 |
+
"low": 0.84,
|
| 135 |
"high": 1.0,
|
| 136 |
"auto_accept_enabled": false,
|
| 137 |
+
"raw_tp": 100,
|
| 138 |
+
"raw_fp": 0,
|
| 139 |
+
"raw_fn": 0,
|
| 140 |
"auto_tp": 0,
|
| 141 |
"auto_fp": 0,
|
| 142 |
"auto_precision": null,
|
| 143 |
+
"sllm_tp_candidates": 100,
|
| 144 |
+
"sllm_fp_candidates": 0
|
| 145 |
},
|
| 146 |
"DEPARTMENT": {
|
| 147 |
"low": 0.85,
|
| 148 |
"high": 1.0,
|
| 149 |
"auto_accept_enabled": false,
|
| 150 |
+
"raw_tp": 92,
|
| 151 |
"raw_fp": 4,
|
| 152 |
+
"raw_fn": 8,
|
| 153 |
"auto_tp": 0,
|
| 154 |
"auto_fp": 0,
|
| 155 |
"auto_precision": null,
|
| 156 |
+
"sllm_tp_candidates": 92,
|
| 157 |
"sllm_fp_candidates": 4
|
| 158 |
},
|
| 159 |
"DRIVER_LICENSE": {
|
| 160 |
"low": 0.6,
|
| 161 |
"high": 1.0,
|
| 162 |
"auto_accept_enabled": false,
|
| 163 |
+
"raw_tp": 90,
|
| 164 |
+
"raw_fp": 18,
|
| 165 |
+
"raw_fn": 10,
|
| 166 |
"auto_tp": 0,
|
| 167 |
"auto_fp": 0,
|
| 168 |
"auto_precision": null,
|
| 169 |
+
"sllm_tp_candidates": 90,
|
| 170 |
+
"sllm_fp_candidates": 18
|
| 171 |
},
|
| 172 |
"EMAIL": {
|
| 173 |
"low": 0.85,
|
| 174 |
"high": 0.999,
|
| 175 |
"auto_accept_enabled": true,
|
| 176 |
"raw_tp": 100,
|
| 177 |
+
"raw_fp": 8,
|
| 178 |
"raw_fn": 0,
|
| 179 |
+
"auto_tp": 82,
|
| 180 |
"auto_fp": 0,
|
| 181 |
"auto_precision": 1.0,
|
| 182 |
+
"sllm_tp_candidates": 18,
|
| 183 |
+
"sllm_fp_candidates": 8
|
| 184 |
},
|
| 185 |
"EMPLOYEE_ID": {
|
| 186 |
+
"low": 0.85,
|
| 187 |
"high": 1.0,
|
| 188 |
"auto_accept_enabled": false,
|
| 189 |
+
"raw_tp": 100,
|
| 190 |
+
"raw_fp": 58,
|
| 191 |
+
"raw_fn": 0,
|
| 192 |
"auto_tp": 0,
|
| 193 |
"auto_fp": 0,
|
| 194 |
"auto_precision": null,
|
| 195 |
+
"sllm_tp_candidates": 100,
|
| 196 |
+
"sllm_fp_candidates": 58
|
| 197 |
},
|
| 198 |
"GENDER": {
|
| 199 |
"low": 0.85,
|
| 200 |
"high": 1.0,
|
| 201 |
"auto_accept_enabled": false,
|
| 202 |
+
"raw_tp": 99,
|
| 203 |
"raw_fp": 10,
|
| 204 |
+
"raw_fn": 1,
|
| 205 |
"auto_tp": 0,
|
| 206 |
"auto_fp": 0,
|
| 207 |
"auto_precision": null,
|
| 208 |
+
"sllm_tp_candidates": 99,
|
| 209 |
"sllm_fp_candidates": 10
|
| 210 |
},
|
| 211 |
"HEIGHT": {
|
| 212 |
"low": 0.85,
|
| 213 |
"high": 1.0,
|
| 214 |
"auto_accept_enabled": false,
|
| 215 |
+
"raw_tp": 97,
|
| 216 |
+
"raw_fp": 13,
|
| 217 |
+
"raw_fn": 3,
|
| 218 |
"auto_tp": 0,
|
| 219 |
"auto_fp": 0,
|
| 220 |
"auto_precision": null,
|
| 221 |
+
"sllm_tp_candidates": 97,
|
| 222 |
+
"sllm_fp_candidates": 13
|
| 223 |
},
|
| 224 |
"IP_ADDRESS": {
|
| 225 |
"low": 0.85,
|
| 226 |
"high": 1.0,
|
| 227 |
"auto_accept_enabled": false,
|
| 228 |
+
"raw_tp": 94,
|
| 229 |
+
"raw_fp": 24,
|
| 230 |
+
"raw_fn": 6,
|
| 231 |
"auto_tp": 0,
|
| 232 |
"auto_fp": 0,
|
| 233 |
"auto_precision": null,
|
| 234 |
+
"sllm_tp_candidates": 94,
|
| 235 |
+
"sllm_fp_candidates": 24
|
| 236 |
},
|
| 237 |
"MAJOR": {
|
| 238 |
"low": 0.85,
|
| 239 |
"high": 1.0,
|
| 240 |
"auto_accept_enabled": false,
|
| 241 |
+
"raw_tp": 100,
|
| 242 |
+
"raw_fp": 12,
|
| 243 |
+
"raw_fn": 0,
|
| 244 |
"auto_tp": 0,
|
| 245 |
"auto_fp": 0,
|
| 246 |
"auto_precision": null,
|
| 247 |
+
"sllm_tp_candidates": 100,
|
| 248 |
+
"sllm_fp_candidates": 12
|
| 249 |
},
|
| 250 |
"MEMBER_ID": {
|
| 251 |
"low": 0.6,
|
| 252 |
"high": 1.0,
|
| 253 |
"auto_accept_enabled": false,
|
| 254 |
"raw_tp": 94,
|
| 255 |
+
"raw_fp": 12,
|
| 256 |
"raw_fn": 6,
|
| 257 |
"auto_tp": 0,
|
| 258 |
"auto_fp": 0,
|
| 259 |
"auto_precision": null,
|
| 260 |
"sllm_tp_candidates": 94,
|
| 261 |
+
"sllm_fp_candidates": 12
|
| 262 |
},
|
| 263 |
"NAME": {
|
| 264 |
"low": 0.85,
|
| 265 |
"high": 1.0,
|
| 266 |
"auto_accept_enabled": false,
|
| 267 |
+
"raw_tp": 99,
|
| 268 |
+
"raw_fp": 25,
|
| 269 |
+
"raw_fn": 1,
|
| 270 |
"auto_tp": 0,
|
| 271 |
"auto_fp": 0,
|
| 272 |
"auto_precision": null,
|
| 273 |
+
"sllm_tp_candidates": 99,
|
| 274 |
+
"sllm_fp_candidates": 25
|
| 275 |
},
|
| 276 |
"NATIONALITY": {
|
| 277 |
"low": 0.85,
|
| 278 |
"high": 0.999,
|
| 279 |
"auto_accept_enabled": true,
|
| 280 |
+
"raw_tp": 100,
|
| 281 |
+
"raw_fp": 0,
|
| 282 |
+
"raw_fn": 0,
|
| 283 |
"auto_tp": 41,
|
| 284 |
"auto_fp": 0,
|
| 285 |
"auto_precision": 1.0,
|
| 286 |
+
"sllm_tp_candidates": 59,
|
| 287 |
+
"sllm_fp_candidates": 0
|
| 288 |
},
|
| 289 |
"NICKNAME": {
|
| 290 |
"low": 0.6,
|
| 291 |
"high": 1.0,
|
| 292 |
"auto_accept_enabled": false,
|
| 293 |
+
"raw_tp": 71,
|
| 294 |
+
"raw_fp": 200,
|
| 295 |
+
"raw_fn": 29,
|
| 296 |
"auto_tp": 0,
|
| 297 |
"auto_fp": 0,
|
| 298 |
"auto_precision": null,
|
| 299 |
+
"sllm_tp_candidates": 71,
|
| 300 |
+
"sllm_fp_candidates": 200
|
| 301 |
},
|
| 302 |
"PARTICIPANT_ID": {
|
| 303 |
+
"low": 0.767,
|
| 304 |
"high": 1.0,
|
| 305 |
"auto_accept_enabled": false,
|
| 306 |
+
"raw_tp": 98,
|
| 307 |
+
"raw_fp": 144,
|
| 308 |
+
"raw_fn": 2,
|
| 309 |
"auto_tp": 0,
|
| 310 |
"auto_fp": 0,
|
| 311 |
"auto_precision": null,
|
| 312 |
+
"sllm_tp_candidates": 98,
|
| 313 |
+
"sllm_fp_candidates": 144
|
| 314 |
},
|
| 315 |
"PASSPORTNUM": {
|
| 316 |
"low": 0.85,
|
| 317 |
+
"high": 1.0,
|
| 318 |
+
"auto_accept_enabled": false,
|
| 319 |
"raw_tp": 99,
|
| 320 |
+
"raw_fp": 1,
|
| 321 |
"raw_fn": 1,
|
| 322 |
+
"auto_tp": 0,
|
| 323 |
"auto_fp": 0,
|
| 324 |
+
"auto_precision": null,
|
| 325 |
+
"sllm_tp_candidates": 99,
|
| 326 |
+
"sllm_fp_candidates": 1
|
| 327 |
},
|
| 328 |
"PHONE": {
|
| 329 |
"low": 0.85,
|
| 330 |
"high": 1.0,
|
| 331 |
"auto_accept_enabled": false,
|
| 332 |
+
"raw_tp": 100,
|
| 333 |
+
"raw_fp": 1,
|
| 334 |
+
"raw_fn": 0,
|
| 335 |
"auto_tp": 0,
|
| 336 |
"auto_fp": 0,
|
| 337 |
"auto_precision": null,
|
| 338 |
+
"sllm_tp_candidates": 100,
|
| 339 |
+
"sllm_fp_candidates": 1
|
| 340 |
},
|
| 341 |
"POSITION": {
|
| 342 |
"low": 0.85,
|
| 343 |
"high": 1.0,
|
| 344 |
"auto_accept_enabled": false,
|
| 345 |
+
"raw_tp": 99,
|
| 346 |
+
"raw_fp": 27,
|
| 347 |
+
"raw_fn": 1,
|
| 348 |
"auto_tp": 0,
|
| 349 |
"auto_fp": 0,
|
| 350 |
"auto_precision": null,
|
| 351 |
+
"sllm_tp_candidates": 99,
|
| 352 |
+
"sllm_fp_candidates": 27
|
| 353 |
},
|
| 354 |
"RELIGION": {
|
| 355 |
"low": 0.85,
|
| 356 |
"high": 1.0,
|
| 357 |
"auto_accept_enabled": false,
|
| 358 |
+
"raw_tp": 80,
|
| 359 |
+
"raw_fp": 0,
|
| 360 |
+
"raw_fn": 20,
|
| 361 |
"auto_tp": 0,
|
| 362 |
"auto_fp": 0,
|
| 363 |
"auto_precision": null,
|
| 364 |
+
"sllm_tp_candidates": 80,
|
| 365 |
+
"sllm_fp_candidates": 0
|
| 366 |
},
|
| 367 |
"RRN": {
|
| 368 |
"low": 0.6,
|
| 369 |
"high": 1.0,
|
| 370 |
"auto_accept_enabled": false,
|
| 371 |
+
"raw_tp": 93,
|
| 372 |
+
"raw_fp": 9,
|
| 373 |
+
"raw_fn": 7,
|
| 374 |
"auto_tp": 0,
|
| 375 |
"auto_fp": 0,
|
| 376 |
"auto_precision": null,
|
| 377 |
+
"sllm_tp_candidates": 93,
|
| 378 |
+
"sllm_fp_candidates": 9
|
| 379 |
},
|
| 380 |
"SCHOOL": {
|
| 381 |
"low": 0.85,
|
|
|
|
| 384 |
"raw_tp": 100,
|
| 385 |
"raw_fp": 2,
|
| 386 |
"raw_fn": 0,
|
| 387 |
+
"auto_tp": 93,
|
| 388 |
"auto_fp": 0,
|
| 389 |
"auto_precision": 1.0,
|
| 390 |
+
"sllm_tp_candidates": 7,
|
| 391 |
"sllm_fp_candidates": 2
|
| 392 |
},
|
| 393 |
"URL": {
|
| 394 |
"low": 0.85,
|
| 395 |
"high": 1.0,
|
| 396 |
"auto_accept_enabled": false,
|
| 397 |
+
"raw_tp": 90,
|
| 398 |
+
"raw_fp": 19,
|
| 399 |
+
"raw_fn": 10,
|
| 400 |
"auto_tp": 0,
|
| 401 |
"auto_fp": 0,
|
| 402 |
"auto_precision": null,
|
| 403 |
+
"sllm_tp_candidates": 90,
|
| 404 |
+
"sllm_fp_candidates": 19
|
| 405 |
},
|
| 406 |
"USER_ID": {
|
| 407 |
"low": 0.6,
|
| 408 |
"high": 1.0,
|
| 409 |
"auto_accept_enabled": false,
|
| 410 |
+
"raw_tp": 88,
|
| 411 |
+
"raw_fp": 35,
|
| 412 |
+
"raw_fn": 12,
|
| 413 |
"auto_tp": 0,
|
| 414 |
"auto_fp": 0,
|
| 415 |
"auto_precision": null,
|
| 416 |
+
"sllm_tp_candidates": 88,
|
| 417 |
+
"sllm_fp_candidates": 35
|
| 418 |
},
|
| 419 |
"VEHICLE_NUMBER": {
|
| 420 |
+
"low": 0.85,
|
| 421 |
"high": 1.0,
|
| 422 |
"auto_accept_enabled": false,
|
| 423 |
+
"raw_tp": 88,
|
| 424 |
+
"raw_fp": 21,
|
| 425 |
+
"raw_fn": 12,
|
| 426 |
"auto_tp": 0,
|
| 427 |
"auto_fp": 0,
|
| 428 |
"auto_precision": null,
|
| 429 |
+
"sllm_tp_candidates": 88,
|
| 430 |
+
"sllm_fp_candidates": 21
|
| 431 |
},
|
| 432 |
"WEIGHT": {
|
| 433 |
"low": 0.85,
|
| 434 |
"high": 1.0,
|
| 435 |
"auto_accept_enabled": false,
|
| 436 |
+
"raw_tp": 98,
|
| 437 |
+
"raw_fp": 13,
|
| 438 |
+
"raw_fn": 2,
|
| 439 |
"auto_tp": 0,
|
| 440 |
"auto_fp": 0,
|
| 441 |
"auto_precision": null,
|
| 442 |
+
"sllm_tp_candidates": 98,
|
| 443 |
+
"sllm_fp_candidates": 13
|
| 444 |
},
|
| 445 |
"WORKPLACE": {
|
| 446 |
"low": 0.6,
|
| 447 |
"high": 1.0,
|
| 448 |
"auto_accept_enabled": false,
|
| 449 |
+
"raw_tp": 98,
|
| 450 |
+
"raw_fp": 10,
|
| 451 |
+
"raw_fn": 2,
|
| 452 |
"auto_tp": 0,
|
| 453 |
"auto_fp": 0,
|
| 454 |
"auto_precision": null,
|
| 455 |
+
"sllm_tp_candidates": 98,
|
| 456 |
+
"sllm_fp_candidates": 10
|
| 457 |
},
|
| 458 |
"ZIPCODE": {
|
| 459 |
+
"low": 0.85,
|
| 460 |
"high": 1.0,
|
| 461 |
"auto_accept_enabled": false,
|
| 462 |
+
"raw_tp": 90,
|
| 463 |
+
"raw_fp": 17,
|
| 464 |
+
"raw_fn": 10,
|
| 465 |
"auto_tp": 0,
|
| 466 |
"auto_fp": 0,
|
| 467 |
"auto_precision": null,
|
| 468 |
+
"sllm_tp_candidates": 90,
|
| 469 |
+
"sllm_fp_candidates": 17
|
| 470 |
}
|
| 471 |
}
|
| 472 |
}
|
korean_id_postprocess.py
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Deterministically normalize Korean 13-digit ID labels after NER inference."""
|
| 2 |
+
from __future__ import annotations
|
| 3 |
+
|
| 4 |
+
import re
|
| 5 |
+
from typing import Any
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
KOREAN_ID_PATTERN = re.compile(r"(?<!\d)\d{6}[- ]?\d{7}(?!\d)")
|
| 9 |
+
KOREAN_ID_LABELS = {"RRN", "ALIEN_NUMBER"}
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
def label_from_seventh_digit(value: str) -> str | None:
|
| 13 |
+
"""Return RRN for codes 1-4 and ALIEN_NUMBER for codes 5-8."""
|
| 14 |
+
digits = "".join(character for character in value if character.isdigit())
|
| 15 |
+
if len(digits) != 13:
|
| 16 |
+
return None
|
| 17 |
+
if digits[6] in "1234":
|
| 18 |
+
return "RRN"
|
| 19 |
+
if digits[6] in "5678":
|
| 20 |
+
return "ALIEN_NUMBER"
|
| 21 |
+
return None
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
def _entity_label(entity: dict[str, Any]) -> str | None:
|
| 25 |
+
return entity.get("entity_group") or entity.get("label") or entity.get("entity")
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
def normalize_korean_id_entities(
|
| 29 |
+
text: str,
|
| 30 |
+
entities: list[dict[str, Any]],
|
| 31 |
+
*,
|
| 32 |
+
add_missing_structured_candidates: bool = False,
|
| 33 |
+
) -> list[dict[str, Any]]:
|
| 34 |
+
"""Merge/override overlapping Korean-ID entities using the seventh digit.
|
| 35 |
+
|
| 36 |
+
`entities` can be the output of a Transformers aggregation pipeline. The
|
| 37 |
+
function does not alter unrelated entities. When fragmented RRN/alien-ID
|
| 38 |
+
predictions overlap one 13-digit value, they are replaced by one full-span
|
| 39 |
+
entity and the conservative minimum fragment score is retained.
|
| 40 |
+
|
| 41 |
+
If `add_missing_structured_candidates=True`, a regex-only match with no NER
|
| 42 |
+
overlap is also returned with score 0.0 and `candidate_only=True`; downstream
|
| 43 |
+
checksum validation should decide whether to accept it.
|
| 44 |
+
"""
|
| 45 |
+
remaining = [dict(entity) for entity in entities]
|
| 46 |
+
normalized: list[dict[str, Any]] = []
|
| 47 |
+
for match in KOREAN_ID_PATTERN.finditer(text):
|
| 48 |
+
label = label_from_seventh_digit(match.group(0))
|
| 49 |
+
if label is None:
|
| 50 |
+
continue
|
| 51 |
+
overlaps = [
|
| 52 |
+
entity
|
| 53 |
+
for entity in remaining
|
| 54 |
+
if _entity_label(entity) in KOREAN_ID_LABELS
|
| 55 |
+
and int(entity.get("start", -1)) < match.end()
|
| 56 |
+
and int(entity.get("end", -1)) > match.start()
|
| 57 |
+
]
|
| 58 |
+
if not overlaps and not add_missing_structured_candidates:
|
| 59 |
+
continue
|
| 60 |
+
for entity in overlaps:
|
| 61 |
+
remaining.remove(entity)
|
| 62 |
+
scores = [float(entity["score"]) for entity in overlaps if entity.get("score") is not None]
|
| 63 |
+
normalized.append(
|
| 64 |
+
{
|
| 65 |
+
"entity_group": label,
|
| 66 |
+
"score": min(scores) if scores else 0.0,
|
| 67 |
+
"word": match.group(0),
|
| 68 |
+
"start": match.start(),
|
| 69 |
+
"end": match.end(),
|
| 70 |
+
"normalization_rule": "korean_id_seventh_digit",
|
| 71 |
+
"candidate_only": not overlaps,
|
| 72 |
+
}
|
| 73 |
+
)
|
| 74 |
+
return sorted(remaining + normalized, key=lambda entity: (int(entity.get("start", -1)), int(entity.get("end", -1))))
|
| 75 |
+
|
korean_id_regression_results.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"direct_model": {
|
| 3 |
+
"contradictory_context_cases": {
|
| 4 |
+
"passed": 4,
|
| 5 |
+
"total": 4,
|
| 6 |
+
"rule_under_test": "The seventh digit must override nearby RRN/alien-registration cue words."
|
| 7 |
+
},
|
| 8 |
+
"label_free_valid_roster": {
|
| 9 |
+
"passed": 8,
|
| 10 |
+
"total": 8,
|
| 11 |
+
"details": "Four names and four checksum-valid Korean 13-digit identifiers were detected with the expected labels."
|
| 12 |
+
},
|
| 13 |
+
"long_input": {
|
| 14 |
+
"tokens": 499,
|
| 15 |
+
"target_at_document_end_detected": true
|
| 16 |
+
}
|
| 17 |
+
},
|
| 18 |
+
"deterministic_postprocess": {
|
| 19 |
+
"fragment_merge_test": "passed",
|
| 20 |
+
"codes_1_to_4": "RRN",
|
| 21 |
+
"codes_5_to_8": "ALIEN_NUMBER"
|
| 22 |
+
},
|
| 23 |
+
"known_limitation": "In a deliberately malformed list containing an invalid-checksum synthetic RRN, raw NER passed 7 of 8 checks. korean_id_postprocess.py merges and relabels overlapping 13-digit Korean-ID fragments by the seventh digit; checksum validation is still required separately."
|
| 24 |
+
}
|
label_thresholds.json
CHANGED
|
@@ -25,7 +25,7 @@
|
|
| 25 |
},
|
| 26 |
"ALIEN_NUMBER": {
|
| 27 |
"risk_tier": "high",
|
| 28 |
-
"low": 0.
|
| 29 |
"high": 1.0,
|
| 30 |
"auto_accept_enabled": false,
|
| 31 |
"future_discard_below_low_allowed": false
|
|
@@ -46,14 +46,14 @@
|
|
| 46 |
},
|
| 47 |
"CARD_NUMBER": {
|
| 48 |
"risk_tier": "high",
|
| 49 |
-
"low": 0.
|
| 50 |
"high": 1.0,
|
| 51 |
"auto_accept_enabled": false,
|
| 52 |
"future_discard_below_low_allowed": false
|
| 53 |
},
|
| 54 |
"CITY": {
|
| 55 |
"risk_tier": "medium",
|
| 56 |
-
"low": 0.
|
| 57 |
"high": 1.0,
|
| 58 |
"auto_accept_enabled": false,
|
| 59 |
"future_discard_below_low_allowed": false
|
|
@@ -81,7 +81,7 @@
|
|
| 81 |
},
|
| 82 |
"EMPLOYEE_ID": {
|
| 83 |
"risk_tier": "medium",
|
| 84 |
-
"low": 0.
|
| 85 |
"high": 1.0,
|
| 86 |
"auto_accept_enabled": false,
|
| 87 |
"future_discard_below_low_allowed": false
|
|
@@ -144,7 +144,7 @@
|
|
| 144 |
},
|
| 145 |
"PARTICIPANT_ID": {
|
| 146 |
"risk_tier": "medium",
|
| 147 |
-
"low": 0.
|
| 148 |
"high": 1.0,
|
| 149 |
"auto_accept_enabled": false,
|
| 150 |
"future_discard_below_low_allowed": false
|
|
@@ -152,8 +152,8 @@
|
|
| 152 |
"PASSPORTNUM": {
|
| 153 |
"risk_tier": "high",
|
| 154 |
"low": 0.85,
|
| 155 |
-
"high":
|
| 156 |
-
"auto_accept_enabled":
|
| 157 |
"future_discard_below_low_allowed": false
|
| 158 |
},
|
| 159 |
"PHONE": {
|
|
@@ -189,7 +189,7 @@
|
|
| 189 |
"low": 0.85,
|
| 190 |
"high": 0.999,
|
| 191 |
"auto_accept_enabled": true,
|
| 192 |
-
"future_discard_below_low_allowed":
|
| 193 |
},
|
| 194 |
"URL": {
|
| 195 |
"risk_tier": "low",
|
|
@@ -207,7 +207,7 @@
|
|
| 207 |
},
|
| 208 |
"VEHICLE_NUMBER": {
|
| 209 |
"risk_tier": "low",
|
| 210 |
-
"low": 0.
|
| 211 |
"high": 1.0,
|
| 212 |
"auto_accept_enabled": false,
|
| 213 |
"future_discard_below_low_allowed": true
|
|
@@ -228,7 +228,7 @@
|
|
| 228 |
},
|
| 229 |
"ZIPCODE": {
|
| 230 |
"risk_tier": "medium",
|
| 231 |
-
"low": 0.
|
| 232 |
"high": 1.0,
|
| 233 |
"auto_accept_enabled": false,
|
| 234 |
"future_discard_below_low_allowed": false
|
|
|
|
| 25 |
},
|
| 26 |
"ALIEN_NUMBER": {
|
| 27 |
"risk_tier": "high",
|
| 28 |
+
"low": 0.618,
|
| 29 |
"high": 1.0,
|
| 30 |
"auto_accept_enabled": false,
|
| 31 |
"future_discard_below_low_allowed": false
|
|
|
|
| 46 |
},
|
| 47 |
"CARD_NUMBER": {
|
| 48 |
"risk_tier": "high",
|
| 49 |
+
"low": 0.756,
|
| 50 |
"high": 1.0,
|
| 51 |
"auto_accept_enabled": false,
|
| 52 |
"future_discard_below_low_allowed": false
|
| 53 |
},
|
| 54 |
"CITY": {
|
| 55 |
"risk_tier": "medium",
|
| 56 |
+
"low": 0.84,
|
| 57 |
"high": 1.0,
|
| 58 |
"auto_accept_enabled": false,
|
| 59 |
"future_discard_below_low_allowed": false
|
|
|
|
| 81 |
},
|
| 82 |
"EMPLOYEE_ID": {
|
| 83 |
"risk_tier": "medium",
|
| 84 |
+
"low": 0.85,
|
| 85 |
"high": 1.0,
|
| 86 |
"auto_accept_enabled": false,
|
| 87 |
"future_discard_below_low_allowed": false
|
|
|
|
| 144 |
},
|
| 145 |
"PARTICIPANT_ID": {
|
| 146 |
"risk_tier": "medium",
|
| 147 |
+
"low": 0.767,
|
| 148 |
"high": 1.0,
|
| 149 |
"auto_accept_enabled": false,
|
| 150 |
"future_discard_below_low_allowed": false
|
|
|
|
| 152 |
"PASSPORTNUM": {
|
| 153 |
"risk_tier": "high",
|
| 154 |
"low": 0.85,
|
| 155 |
+
"high": 1.0,
|
| 156 |
+
"auto_accept_enabled": false,
|
| 157 |
"future_discard_below_low_allowed": false
|
| 158 |
},
|
| 159 |
"PHONE": {
|
|
|
|
| 189 |
"low": 0.85,
|
| 190 |
"high": 0.999,
|
| 191 |
"auto_accept_enabled": true,
|
| 192 |
+
"future_discard_below_low_allowed": true
|
| 193 |
},
|
| 194 |
"URL": {
|
| 195 |
"risk_tier": "low",
|
|
|
|
| 207 |
},
|
| 208 |
"VEHICLE_NUMBER": {
|
| 209 |
"risk_tier": "low",
|
| 210 |
+
"low": 0.85,
|
| 211 |
"high": 1.0,
|
| 212 |
"auto_accept_enabled": false,
|
| 213 |
"future_discard_below_low_allowed": true
|
|
|
|
| 228 |
},
|
| 229 |
"ZIPCODE": {
|
| 230 |
"risk_tier": "medium",
|
| 231 |
+
"low": 0.85,
|
| 232 |
"high": 1.0,
|
| 233 |
"auto_accept_enabled": false,
|
| 234 |
"future_discard_below_low_allowed": false
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 453976140
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ce581864e6edf7a4e8031b39d7bf6fe2ddefd48362a30c67e7eb85cab34c00a2
|
| 3 |
size 453976140
|
per_label_metrics.json
CHANGED
|
@@ -1,225 +1,225 @@
|
|
| 1 |
{
|
| 2 |
-
"evaluation": "one-time exact character-span evaluation on a private synthetic holdout",
|
| 3 |
"documents": 1320,
|
| 4 |
"positive_spans_per_label": 100,
|
| 5 |
"macro": {
|
| 6 |
-
"precision": 0.
|
| 7 |
-
"recall": 0.
|
| 8 |
-
"f1": 0.
|
| 9 |
},
|
| 10 |
"micro": {
|
| 11 |
-
"precision": 0.
|
| 12 |
-
"recall": 0.
|
| 13 |
-
"f1": 0.
|
| 14 |
},
|
| 15 |
"labels": {
|
| 16 |
"ACCOUNT_NUMBER": {
|
| 17 |
-
"precision": 0.
|
| 18 |
-
"recall": 0.
|
| 19 |
-
"f1": 0.
|
| 20 |
-
"tp":
|
| 21 |
-
"fp":
|
| 22 |
-
"fn":
|
| 23 |
},
|
| 24 |
"ADDRESS": {
|
| 25 |
-
"precision": 0.
|
| 26 |
-
"recall": 0.
|
| 27 |
-
"f1": 0.
|
| 28 |
-
"tp":
|
| 29 |
-
"fp":
|
| 30 |
-
"fn":
|
| 31 |
},
|
| 32 |
"AGE": {
|
| 33 |
-
"precision": 0.
|
| 34 |
-
"recall":
|
| 35 |
-
"f1": 0.
|
| 36 |
-
"tp":
|
| 37 |
"fp": 12,
|
| 38 |
-
"fn":
|
| 39 |
},
|
| 40 |
"ALIEN_NUMBER": {
|
| 41 |
-
"precision": 0.
|
| 42 |
-
"recall": 0.94,
|
| 43 |
-
"f1": 0.8785046728971964,
|
| 44 |
-
"tp": 94,
|
| 45 |
-
"fp": 20,
|
| 46 |
-
"fn": 6
|
| 47 |
-
},
|
| 48 |
-
"BIRTHDATE": {
|
| 49 |
-
"precision": 0.8981481481481481,
|
| 50 |
"recall": 0.97,
|
| 51 |
-
"f1": 0.
|
| 52 |
"tp": 97,
|
| 53 |
-
"fp":
|
| 54 |
"fn": 3
|
| 55 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 56 |
"BLOOD_TYPE": {
|
| 57 |
-
"precision": 0.
|
| 58 |
-
"recall": 0.
|
| 59 |
-
"f1": 0.
|
| 60 |
-
"tp":
|
| 61 |
-
"fp":
|
| 62 |
-
"fn":
|
| 63 |
},
|
| 64 |
"CARD_NUMBER": {
|
| 65 |
-
"precision": 0.
|
| 66 |
"recall": 1.0,
|
| 67 |
-
"f1": 0.
|
| 68 |
"tp": 100,
|
| 69 |
-
"fp":
|
| 70 |
"fn": 0
|
| 71 |
},
|
| 72 |
"CITY": {
|
| 73 |
-
"precision":
|
| 74 |
-
"recall":
|
| 75 |
-
"f1":
|
| 76 |
-
"tp":
|
| 77 |
-
"fp":
|
| 78 |
-
"fn":
|
| 79 |
},
|
| 80 |
"DEPARTMENT": {
|
| 81 |
-
"precision": 0.
|
| 82 |
-
"recall": 0.
|
| 83 |
-
"f1": 0.
|
| 84 |
-
"tp":
|
| 85 |
"fp": 4,
|
| 86 |
-
"fn":
|
| 87 |
},
|
| 88 |
"DRIVER_LICENSE": {
|
| 89 |
-
"precision": 0.
|
| 90 |
-
"recall": 0.
|
| 91 |
-
"f1": 0.
|
| 92 |
-
"tp":
|
| 93 |
-
"fp":
|
| 94 |
-
"fn":
|
| 95 |
},
|
| 96 |
"EMAIL": {
|
| 97 |
-
"precision": 0.
|
| 98 |
"recall": 1.0,
|
| 99 |
-
"f1": 0.
|
| 100 |
"tp": 100,
|
| 101 |
-
"fp":
|
| 102 |
"fn": 0
|
| 103 |
},
|
| 104 |
"EMPLOYEE_ID": {
|
| 105 |
-
"precision": 0.
|
| 106 |
-
"recall":
|
| 107 |
-
"f1": 0.
|
| 108 |
-
"tp":
|
| 109 |
-
"fp":
|
| 110 |
-
"fn":
|
| 111 |
},
|
| 112 |
"GENDER": {
|
| 113 |
-
"precision": 0.
|
| 114 |
-
"recall": 0.94,
|
| 115 |
-
"f1": 0.9215686274509804,
|
| 116 |
-
"tp": 94,
|
| 117 |
-
"fp": 10,
|
| 118 |
-
"fn": 6
|
| 119 |
-
},
|
| 120 |
-
"HEIGHT": {
|
| 121 |
-
"precision": 0.9,
|
| 122 |
"recall": 0.99,
|
| 123 |
-
"f1": 0.
|
| 124 |
"tp": 99,
|
| 125 |
-
"fp":
|
| 126 |
"fn": 1
|
| 127 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 128 |
"IP_ADDRESS": {
|
| 129 |
-
"precision": 0.
|
| 130 |
-
"recall": 0.
|
| 131 |
-
"f1": 0.
|
| 132 |
-
"tp":
|
| 133 |
-
"fp":
|
| 134 |
-
"fn":
|
| 135 |
},
|
| 136 |
"MAJOR": {
|
| 137 |
-
"precision": 0.
|
| 138 |
-
"recall":
|
| 139 |
-
"f1": 0.
|
| 140 |
-
"tp":
|
| 141 |
-
"fp":
|
| 142 |
-
"fn":
|
| 143 |
},
|
| 144 |
"MEMBER_ID": {
|
| 145 |
-
"precision": 0.
|
| 146 |
"recall": 0.94,
|
| 147 |
-
"f1": 0.
|
| 148 |
"tp": 94,
|
| 149 |
-
"fp":
|
| 150 |
"fn": 6
|
| 151 |
},
|
| 152 |
"NAME": {
|
| 153 |
-
"precision": 0.
|
| 154 |
-
"recall": 0.
|
| 155 |
-
"f1": 0.
|
| 156 |
-
"tp":
|
| 157 |
-
"fp":
|
| 158 |
-
"fn":
|
| 159 |
},
|
| 160 |
"NATIONALITY": {
|
| 161 |
-
"precision":
|
| 162 |
-
"recall":
|
| 163 |
-
"f1":
|
| 164 |
-
"tp":
|
| 165 |
-
"fp":
|
| 166 |
-
"fn":
|
| 167 |
},
|
| 168 |
"NICKNAME": {
|
| 169 |
-
"precision": 0.
|
| 170 |
-
"recall": 0.
|
| 171 |
-
"f1": 0.
|
| 172 |
-
"tp":
|
| 173 |
-
"fp":
|
| 174 |
-
"fn":
|
| 175 |
},
|
| 176 |
"PARTICIPANT_ID": {
|
| 177 |
-
"precision": 0.
|
| 178 |
-
"recall":
|
| 179 |
-
"f1": 0.
|
| 180 |
-
"tp":
|
| 181 |
-
"fp":
|
| 182 |
-
"fn":
|
| 183 |
},
|
| 184 |
"PASSPORTNUM": {
|
| 185 |
-
"precision": 0.
|
| 186 |
"recall": 0.99,
|
| 187 |
-
"f1": 0.
|
| 188 |
"tp": 99,
|
| 189 |
-
"fp":
|
| 190 |
"fn": 1
|
| 191 |
},
|
| 192 |
"PHONE": {
|
| 193 |
-
"precision":
|
| 194 |
-
"recall":
|
| 195 |
-
"f1": 0.
|
| 196 |
-
"tp":
|
| 197 |
-
"fp":
|
| 198 |
-
"fn":
|
| 199 |
},
|
| 200 |
"POSITION": {
|
| 201 |
-
"precision": 0.
|
| 202 |
-
"recall": 0.
|
| 203 |
-
"f1": 0.
|
| 204 |
-
"tp":
|
| 205 |
-
"fp":
|
| 206 |
-
"fn":
|
| 207 |
},
|
| 208 |
"RELIGION": {
|
| 209 |
-
"precision":
|
| 210 |
-
"recall": 0.
|
| 211 |
-
"f1": 0.
|
| 212 |
-
"tp":
|
| 213 |
-
"fp":
|
| 214 |
-
"fn":
|
| 215 |
},
|
| 216 |
"RRN": {
|
| 217 |
-
"precision": 0.
|
| 218 |
-
"recall": 0.
|
| 219 |
-
"f1": 0.
|
| 220 |
-
"tp":
|
| 221 |
-
"fp":
|
| 222 |
-
"fn":
|
| 223 |
},
|
| 224 |
"SCHOOL": {
|
| 225 |
"precision": 0.9803921568627451,
|
|
@@ -230,52 +230,52 @@
|
|
| 230 |
"fn": 0
|
| 231 |
},
|
| 232 |
"URL": {
|
| 233 |
-
"precision": 0.
|
| 234 |
-
"recall": 0.
|
| 235 |
-
"f1": 0.
|
| 236 |
-
"tp":
|
| 237 |
-
"fp":
|
| 238 |
-
"fn":
|
| 239 |
},
|
| 240 |
"USER_ID": {
|
| 241 |
-
"precision": 0.
|
| 242 |
-
"recall": 0.
|
| 243 |
-
"f1": 0.
|
| 244 |
-
"tp":
|
| 245 |
-
"fp":
|
| 246 |
-
"fn":
|
| 247 |
},
|
| 248 |
"VEHICLE_NUMBER": {
|
| 249 |
-
"precision": 0.
|
| 250 |
-
"recall": 0.
|
| 251 |
-
"f1": 0.
|
| 252 |
-
"tp":
|
| 253 |
-
"fp":
|
| 254 |
-
"fn":
|
| 255 |
},
|
| 256 |
"WEIGHT": {
|
| 257 |
-
"precision": 0.
|
| 258 |
-
"recall":
|
| 259 |
-
"f1": 0.
|
| 260 |
-
"tp":
|
| 261 |
-
"fp":
|
| 262 |
-
"fn":
|
| 263 |
},
|
| 264 |
"WORKPLACE": {
|
| 265 |
-
"precision": 0.
|
| 266 |
-
"recall": 0.
|
| 267 |
-
"f1": 0.
|
| 268 |
-
"tp":
|
| 269 |
-
"fp":
|
| 270 |
-
"fn":
|
| 271 |
},
|
| 272 |
"ZIPCODE": {
|
| 273 |
-
"precision": 0.
|
| 274 |
-
"recall": 0.
|
| 275 |
-
"f1": 0.
|
| 276 |
-
"tp":
|
| 277 |
-
"fp":
|
| 278 |
-
"fn":
|
| 279 |
}
|
| 280 |
}
|
| 281 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"evaluation": "one-time exact character-span evaluation on a private synthetic final holdout",
|
| 3 |
"documents": 1320,
|
| 4 |
"positive_spans_per_label": 100,
|
| 5 |
"macro": {
|
| 6 |
+
"precision": 0.8435092886798229,
|
| 7 |
+
"recall": 0.9445454545454546,
|
| 8 |
+
"f1": 0.883369786048345
|
| 9 |
},
|
| 10 |
"micro": {
|
| 11 |
+
"precision": 0.7965755175057501,
|
| 12 |
+
"recall": 0.9445454545454546,
|
| 13 |
+
"f1": 0.8642728407042839
|
| 14 |
},
|
| 15 |
"labels": {
|
| 16 |
"ACCOUNT_NUMBER": {
|
| 17 |
+
"precision": 0.8207547169811321,
|
| 18 |
+
"recall": 0.87,
|
| 19 |
+
"f1": 0.8446601941747572,
|
| 20 |
+
"tp": 87,
|
| 21 |
+
"fp": 19,
|
| 22 |
+
"fn": 13
|
| 23 |
},
|
| 24 |
"ADDRESS": {
|
| 25 |
+
"precision": 0.8737864077669902,
|
| 26 |
+
"recall": 0.9,
|
| 27 |
+
"f1": 0.8866995073891626,
|
| 28 |
+
"tp": 90,
|
| 29 |
+
"fp": 13,
|
| 30 |
+
"fn": 10
|
| 31 |
},
|
| 32 |
"AGE": {
|
| 33 |
+
"precision": 0.8928571428571429,
|
| 34 |
+
"recall": 1.0,
|
| 35 |
+
"f1": 0.9433962264150945,
|
| 36 |
+
"tp": 100,
|
| 37 |
"fp": 12,
|
| 38 |
+
"fn": 0
|
| 39 |
},
|
| 40 |
"ALIEN_NUMBER": {
|
| 41 |
+
"precision": 0.9065420560747663,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 42 |
"recall": 0.97,
|
| 43 |
+
"f1": 0.9371980676328503,
|
| 44 |
"tp": 97,
|
| 45 |
+
"fp": 10,
|
| 46 |
"fn": 3
|
| 47 |
},
|
| 48 |
+
"BIRTHDATE": {
|
| 49 |
+
"precision": 0.9803921568627451,
|
| 50 |
+
"recall": 1.0,
|
| 51 |
+
"f1": 0.99009900990099,
|
| 52 |
+
"tp": 100,
|
| 53 |
+
"fp": 2,
|
| 54 |
+
"fn": 0
|
| 55 |
+
},
|
| 56 |
"BLOOD_TYPE": {
|
| 57 |
+
"precision": 0.671875,
|
| 58 |
+
"recall": 0.86,
|
| 59 |
+
"f1": 0.7543859649122807,
|
| 60 |
+
"tp": 86,
|
| 61 |
+
"fp": 42,
|
| 62 |
+
"fn": 14
|
| 63 |
},
|
| 64 |
"CARD_NUMBER": {
|
| 65 |
+
"precision": 0.8695652173913043,
|
| 66 |
"recall": 1.0,
|
| 67 |
+
"f1": 0.9302325581395349,
|
| 68 |
"tp": 100,
|
| 69 |
+
"fp": 15,
|
| 70 |
"fn": 0
|
| 71 |
},
|
| 72 |
"CITY": {
|
| 73 |
+
"precision": 1.0,
|
| 74 |
+
"recall": 1.0,
|
| 75 |
+
"f1": 1.0,
|
| 76 |
+
"tp": 100,
|
| 77 |
+
"fp": 0,
|
| 78 |
+
"fn": 0
|
| 79 |
},
|
| 80 |
"DEPARTMENT": {
|
| 81 |
+
"precision": 0.9583333333333334,
|
| 82 |
+
"recall": 0.92,
|
| 83 |
+
"f1": 0.9387755102040817,
|
| 84 |
+
"tp": 92,
|
| 85 |
"fp": 4,
|
| 86 |
+
"fn": 8
|
| 87 |
},
|
| 88 |
"DRIVER_LICENSE": {
|
| 89 |
+
"precision": 0.8333333333333334,
|
| 90 |
+
"recall": 0.9,
|
| 91 |
+
"f1": 0.8653846153846153,
|
| 92 |
+
"tp": 90,
|
| 93 |
+
"fp": 18,
|
| 94 |
+
"fn": 10
|
| 95 |
},
|
| 96 |
"EMAIL": {
|
| 97 |
+
"precision": 0.9259259259259259,
|
| 98 |
"recall": 1.0,
|
| 99 |
+
"f1": 0.9615384615384615,
|
| 100 |
"tp": 100,
|
| 101 |
+
"fp": 8,
|
| 102 |
"fn": 0
|
| 103 |
},
|
| 104 |
"EMPLOYEE_ID": {
|
| 105 |
+
"precision": 0.6329113924050633,
|
| 106 |
+
"recall": 1.0,
|
| 107 |
+
"f1": 0.7751937984496124,
|
| 108 |
+
"tp": 100,
|
| 109 |
+
"fp": 58,
|
| 110 |
+
"fn": 0
|
| 111 |
},
|
| 112 |
"GENDER": {
|
| 113 |
+
"precision": 0.908256880733945,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 114 |
"recall": 0.99,
|
| 115 |
+
"f1": 0.9473684210526316,
|
| 116 |
"tp": 99,
|
| 117 |
+
"fp": 10,
|
| 118 |
"fn": 1
|
| 119 |
},
|
| 120 |
+
"HEIGHT": {
|
| 121 |
+
"precision": 0.8818181818181818,
|
| 122 |
+
"recall": 0.97,
|
| 123 |
+
"f1": 0.9238095238095237,
|
| 124 |
+
"tp": 97,
|
| 125 |
+
"fp": 13,
|
| 126 |
+
"fn": 3
|
| 127 |
+
},
|
| 128 |
"IP_ADDRESS": {
|
| 129 |
+
"precision": 0.7966101694915254,
|
| 130 |
+
"recall": 0.94,
|
| 131 |
+
"f1": 0.8623853211009174,
|
| 132 |
+
"tp": 94,
|
| 133 |
+
"fp": 24,
|
| 134 |
+
"fn": 6
|
| 135 |
},
|
| 136 |
"MAJOR": {
|
| 137 |
+
"precision": 0.8928571428571429,
|
| 138 |
+
"recall": 1.0,
|
| 139 |
+
"f1": 0.9433962264150945,
|
| 140 |
+
"tp": 100,
|
| 141 |
+
"fp": 12,
|
| 142 |
+
"fn": 0
|
| 143 |
},
|
| 144 |
"MEMBER_ID": {
|
| 145 |
+
"precision": 0.8867924528301887,
|
| 146 |
"recall": 0.94,
|
| 147 |
+
"f1": 0.912621359223301,
|
| 148 |
"tp": 94,
|
| 149 |
+
"fp": 12,
|
| 150 |
"fn": 6
|
| 151 |
},
|
| 152 |
"NAME": {
|
| 153 |
+
"precision": 0.7983870967741935,
|
| 154 |
+
"recall": 0.99,
|
| 155 |
+
"f1": 0.8839285714285715,
|
| 156 |
+
"tp": 99,
|
| 157 |
+
"fp": 25,
|
| 158 |
+
"fn": 1
|
| 159 |
},
|
| 160 |
"NATIONALITY": {
|
| 161 |
+
"precision": 1.0,
|
| 162 |
+
"recall": 1.0,
|
| 163 |
+
"f1": 1.0,
|
| 164 |
+
"tp": 100,
|
| 165 |
+
"fp": 0,
|
| 166 |
+
"fn": 0
|
| 167 |
},
|
| 168 |
"NICKNAME": {
|
| 169 |
+
"precision": 0.26199261992619927,
|
| 170 |
+
"recall": 0.71,
|
| 171 |
+
"f1": 0.3827493261455525,
|
| 172 |
+
"tp": 71,
|
| 173 |
+
"fp": 200,
|
| 174 |
+
"fn": 29
|
| 175 |
},
|
| 176 |
"PARTICIPANT_ID": {
|
| 177 |
+
"precision": 0.4049586776859504,
|
| 178 |
+
"recall": 0.98,
|
| 179 |
+
"f1": 0.5730994152046783,
|
| 180 |
+
"tp": 98,
|
| 181 |
+
"fp": 144,
|
| 182 |
+
"fn": 2
|
| 183 |
},
|
| 184 |
"PASSPORTNUM": {
|
| 185 |
+
"precision": 0.99,
|
| 186 |
"recall": 0.99,
|
| 187 |
+
"f1": 0.99,
|
| 188 |
"tp": 99,
|
| 189 |
+
"fp": 1,
|
| 190 |
"fn": 1
|
| 191 |
},
|
| 192 |
"PHONE": {
|
| 193 |
+
"precision": 0.9900990099009901,
|
| 194 |
+
"recall": 1.0,
|
| 195 |
+
"f1": 0.9950248756218906,
|
| 196 |
+
"tp": 100,
|
| 197 |
+
"fp": 1,
|
| 198 |
+
"fn": 0
|
| 199 |
},
|
| 200 |
"POSITION": {
|
| 201 |
+
"precision": 0.7857142857142857,
|
| 202 |
+
"recall": 0.99,
|
| 203 |
+
"f1": 0.8761061946902654,
|
| 204 |
+
"tp": 99,
|
| 205 |
+
"fp": 27,
|
| 206 |
+
"fn": 1
|
| 207 |
},
|
| 208 |
"RELIGION": {
|
| 209 |
+
"precision": 1.0,
|
| 210 |
+
"recall": 0.8,
|
| 211 |
+
"f1": 0.888888888888889,
|
| 212 |
+
"tp": 80,
|
| 213 |
+
"fp": 0,
|
| 214 |
+
"fn": 20
|
| 215 |
},
|
| 216 |
"RRN": {
|
| 217 |
+
"precision": 0.9117647058823529,
|
| 218 |
+
"recall": 0.93,
|
| 219 |
+
"f1": 0.9207920792079208,
|
| 220 |
+
"tp": 93,
|
| 221 |
+
"fp": 9,
|
| 222 |
+
"fn": 7
|
| 223 |
},
|
| 224 |
"SCHOOL": {
|
| 225 |
"precision": 0.9803921568627451,
|
|
|
|
| 230 |
"fn": 0
|
| 231 |
},
|
| 232 |
"URL": {
|
| 233 |
+
"precision": 0.8256880733944955,
|
| 234 |
+
"recall": 0.9,
|
| 235 |
+
"f1": 0.861244019138756,
|
| 236 |
+
"tp": 90,
|
| 237 |
+
"fp": 19,
|
| 238 |
+
"fn": 10
|
| 239 |
},
|
| 240 |
"USER_ID": {
|
| 241 |
+
"precision": 0.7154471544715447,
|
| 242 |
+
"recall": 0.88,
|
| 243 |
+
"f1": 0.789237668161435,
|
| 244 |
+
"tp": 88,
|
| 245 |
+
"fp": 35,
|
| 246 |
+
"fn": 12
|
| 247 |
},
|
| 248 |
"VEHICLE_NUMBER": {
|
| 249 |
+
"precision": 0.8073394495412844,
|
| 250 |
+
"recall": 0.88,
|
| 251 |
+
"f1": 0.8421052631578948,
|
| 252 |
+
"tp": 88,
|
| 253 |
+
"fp": 21,
|
| 254 |
+
"fn": 12
|
| 255 |
},
|
| 256 |
"WEIGHT": {
|
| 257 |
+
"precision": 0.8828828828828829,
|
| 258 |
+
"recall": 0.98,
|
| 259 |
+
"f1": 0.9289099526066351,
|
| 260 |
+
"tp": 98,
|
| 261 |
+
"fp": 13,
|
| 262 |
+
"fn": 2
|
| 263 |
},
|
| 264 |
"WORKPLACE": {
|
| 265 |
+
"precision": 0.9074074074074074,
|
| 266 |
+
"recall": 0.98,
|
| 267 |
+
"f1": 0.9423076923076924,
|
| 268 |
+
"tp": 98,
|
| 269 |
+
"fp": 10,
|
| 270 |
+
"fn": 2
|
| 271 |
},
|
| 272 |
"ZIPCODE": {
|
| 273 |
+
"precision": 0.8411214953271028,
|
| 274 |
+
"recall": 0.9,
|
| 275 |
+
"f1": 0.8695652173913043,
|
| 276 |
+
"tp": 90,
|
| 277 |
+
"fp": 17,
|
| 278 |
+
"fn": 10
|
| 279 |
}
|
| 280 |
}
|
| 281 |
}
|
raw_evaluation_results.json
CHANGED
|
The diff for this file is too large to render.
See raw diff
|
|
|
threshold_policy.json
CHANGED
|
@@ -59,25 +59,25 @@
|
|
| 59 |
"precision_target": 0.995,
|
| 60 |
"calibration": {
|
| 61 |
"gold": 150,
|
| 62 |
-
"tp":
|
| 63 |
-
"fp":
|
| 64 |
-
"fn":
|
| 65 |
-
"raw_precision": 0.
|
| 66 |
-
"raw_recall": 0.
|
| 67 |
-
"raw_f1": 0.
|
| 68 |
-
"tp_p01": 0.
|
| 69 |
-
"tp_p05": 0.
|
| 70 |
-
"fp_p95": 0.
|
| 71 |
-
"fp_p99": 0.
|
| 72 |
-
"tp_below_low":
|
| 73 |
-
"tp_below_low_rate": 0.
|
| 74 |
-
"fp_below_low":
|
| 75 |
"auto_band": {
|
| 76 |
-
"tp":
|
| 77 |
"fp": 0,
|
| 78 |
"precision": 1.0,
|
| 79 |
-
"coverage": 0.
|
| 80 |
-
"wilson95_lower": 0.
|
| 81 |
}
|
| 82 |
},
|
| 83 |
"routing_counts_initial": {
|
|
@@ -87,9 +87,9 @@
|
|
| 87 |
"discarded_candidates": 0
|
| 88 |
},
|
| 89 |
"routing_counts_future": {
|
| 90 |
-
"auto_accept_tp":
|
| 91 |
"auto_accept_fp": 0,
|
| 92 |
-
"sllm_candidates":
|
| 93 |
"discarded_candidates": 0,
|
| 94 |
"discarded_tp": 0,
|
| 95 |
"discarded_fp": 0
|
|
@@ -123,10 +123,10 @@
|
|
| 123 |
"raw_precision": 0.9514563106796117,
|
| 124 |
"raw_recall": 0.98,
|
| 125 |
"raw_f1": 0.9655172413793104,
|
| 126 |
-
"tp_p01": 0.
|
| 127 |
-
"tp_p05": 0.
|
| 128 |
-
"fp_p95": 0.
|
| 129 |
-
"fp_p99": 0.
|
| 130 |
"tp_below_low": 0,
|
| 131 |
"tp_below_low_rate": 0.0,
|
| 132 |
"fp_below_low": 1,
|
|
@@ -176,18 +176,18 @@
|
|
| 176 |
"calibration": {
|
| 177 |
"gold": 100,
|
| 178 |
"tp": 100,
|
| 179 |
-
"fp":
|
| 180 |
"fn": 0,
|
| 181 |
-
"raw_precision": 0.
|
| 182 |
"raw_recall": 1.0,
|
| 183 |
-
"raw_f1": 0.
|
| 184 |
-
"tp_p01": 0.
|
| 185 |
-
"tp_p05": 0.
|
| 186 |
-
"fp_p95": 0.
|
| 187 |
-
"fp_p99": 0.
|
| 188 |
"tp_below_low": 0,
|
| 189 |
"tp_below_low_rate": 0.0,
|
| 190 |
-
"fp_below_low":
|
| 191 |
"auto_band": {
|
| 192 |
"tp": 99,
|
| 193 |
"fp": 0,
|
|
@@ -199,16 +199,16 @@
|
|
| 199 |
"routing_counts_initial": {
|
| 200 |
"auto_accept_tp": 0,
|
| 201 |
"auto_accept_fp": 0,
|
| 202 |
-
"sllm_candidates":
|
| 203 |
"discarded_candidates": 0
|
| 204 |
},
|
| 205 |
"routing_counts_future": {
|
| 206 |
"auto_accept_tp": 99,
|
| 207 |
"auto_accept_fp": 0,
|
| 208 |
"sllm_candidates": 1,
|
| 209 |
-
"discarded_candidates":
|
| 210 |
"discarded_tp": 0,
|
| 211 |
-
"discarded_fp":
|
| 212 |
},
|
| 213 |
"conservative_auto_band": {
|
| 214 |
"tp": 0,
|
|
@@ -220,7 +220,7 @@
|
|
| 220 |
},
|
| 221 |
"ALIEN_NUMBER": {
|
| 222 |
"risk_tier": "high",
|
| 223 |
-
"low": 0.
|
| 224 |
"high": 1.0,
|
| 225 |
"routing": {
|
| 226 |
"confidence_gte_high": "SLLM",
|
|
@@ -233,37 +233,37 @@
|
|
| 233 |
"precision_target": 0.995,
|
| 234 |
"calibration": {
|
| 235 |
"gold": 150,
|
| 236 |
-
"tp":
|
| 237 |
-
"fp":
|
| 238 |
-
"fn":
|
| 239 |
-
"raw_precision": 0.
|
| 240 |
-
"raw_recall": 0.
|
| 241 |
-
"raw_f1": 0.
|
| 242 |
-
"tp_p01": 0.
|
| 243 |
-
"tp_p05": 0.
|
| 244 |
-
"fp_p95": 0.
|
| 245 |
-
"fp_p99": 0.
|
| 246 |
-
"tp_below_low":
|
| 247 |
-
"tp_below_low_rate": 0.
|
| 248 |
-
"fp_below_low":
|
| 249 |
"auto_band": {
|
| 250 |
-
"tp":
|
| 251 |
"fp": 0,
|
| 252 |
"precision": 1.0,
|
| 253 |
-
"coverage": 0.
|
| 254 |
-
"wilson95_lower": 0.
|
| 255 |
}
|
| 256 |
},
|
| 257 |
"routing_counts_initial": {
|
| 258 |
"auto_accept_tp": 0,
|
| 259 |
"auto_accept_fp": 0,
|
| 260 |
-
"sllm_candidates":
|
| 261 |
"discarded_candidates": 0
|
| 262 |
},
|
| 263 |
"routing_counts_future": {
|
| 264 |
-
"auto_accept_tp":
|
| 265 |
"auto_accept_fp": 0,
|
| 266 |
-
"sllm_candidates":
|
| 267 |
"discarded_candidates": 0,
|
| 268 |
"discarded_tp": 0,
|
| 269 |
"discarded_fp": 0
|
|
@@ -292,34 +292,34 @@
|
|
| 292 |
"calibration": {
|
| 293 |
"gold": 100,
|
| 294 |
"tp": 99,
|
| 295 |
-
"fp":
|
| 296 |
"fn": 1,
|
| 297 |
-
"raw_precision": 0.
|
| 298 |
"raw_recall": 0.99,
|
| 299 |
-
"raw_f1": 0.
|
| 300 |
-
"tp_p01": 0.
|
| 301 |
-
"tp_p05": 0.
|
| 302 |
-
"fp_p95": 0.
|
| 303 |
-
"fp_p99": 0.
|
| 304 |
-
"tp_below_low":
|
| 305 |
-
"tp_below_low_rate": 0.
|
| 306 |
"fp_below_low": 6,
|
| 307 |
"auto_band": {
|
| 308 |
-
"tp":
|
| 309 |
"fp": 0,
|
| 310 |
"precision": 1.0,
|
| 311 |
-
"coverage": 0.
|
| 312 |
-
"wilson95_lower": 0.
|
| 313 |
}
|
| 314 |
},
|
| 315 |
"routing_counts_initial": {
|
| 316 |
"auto_accept_tp": 0,
|
| 317 |
"auto_accept_fp": 0,
|
| 318 |
-
"sllm_candidates":
|
| 319 |
"discarded_candidates": 0
|
| 320 |
},
|
| 321 |
"routing_counts_future": {
|
| 322 |
-
"auto_accept_tp":
|
| 323 |
"auto_accept_fp": 0,
|
| 324 |
"sllm_candidates": 8,
|
| 325 |
"discarded_candidates": 0,
|
|
@@ -349,19 +349,19 @@
|
|
| 349 |
"precision_target": 0.98,
|
| 350 |
"calibration": {
|
| 351 |
"gold": 100,
|
| 352 |
-
"tp":
|
| 353 |
-
"fp":
|
| 354 |
-
"fn":
|
| 355 |
-
"raw_precision": 0.
|
| 356 |
-
"raw_recall": 0.
|
| 357 |
-
"raw_f1": 0.
|
| 358 |
-
"tp_p01": 0.
|
| 359 |
-
"tp_p05": 0.
|
| 360 |
-
"fp_p95": 0.
|
| 361 |
-
"fp_p99": 0.
|
| 362 |
"tp_below_low": 2,
|
| 363 |
-
"tp_below_low_rate": 0.
|
| 364 |
-
"fp_below_low":
|
| 365 |
"auto_band": {
|
| 366 |
"tp": 0,
|
| 367 |
"fp": 0,
|
|
@@ -373,13 +373,13 @@
|
|
| 373 |
"routing_counts_initial": {
|
| 374 |
"auto_accept_tp": 0,
|
| 375 |
"auto_accept_fp": 0,
|
| 376 |
-
"sllm_candidates":
|
| 377 |
"discarded_candidates": 0
|
| 378 |
},
|
| 379 |
"routing_counts_future": {
|
| 380 |
"auto_accept_tp": 0,
|
| 381 |
"auto_accept_fp": 0,
|
| 382 |
-
"sllm_candidates":
|
| 383 |
"discarded_candidates": 0,
|
| 384 |
"discarded_tp": 0,
|
| 385 |
"discarded_fp": 0
|
|
@@ -394,7 +394,7 @@
|
|
| 394 |
},
|
| 395 |
"CARD_NUMBER": {
|
| 396 |
"risk_tier": "high",
|
| 397 |
-
"low": 0.
|
| 398 |
"high": 1.0,
|
| 399 |
"routing": {
|
| 400 |
"confidence_gte_high": "SLLM",
|
|
@@ -407,37 +407,37 @@
|
|
| 407 |
"precision_target": 0.995,
|
| 408 |
"calibration": {
|
| 409 |
"gold": 150,
|
| 410 |
-
"tp":
|
| 411 |
-
"fp":
|
| 412 |
-
"fn":
|
| 413 |
-
"raw_precision": 0.
|
| 414 |
-
"raw_recall": 0.
|
| 415 |
-
"raw_f1": 0.
|
| 416 |
-
"tp_p01": 0.
|
| 417 |
-
"tp_p05": 0.
|
| 418 |
-
"fp_p95": 0.
|
| 419 |
-
"fp_p99": 0.
|
| 420 |
"tp_below_low": 2,
|
| 421 |
-
"tp_below_low_rate": 0.
|
| 422 |
-
"fp_below_low":
|
| 423 |
"auto_band": {
|
| 424 |
-
"tp":
|
| 425 |
"fp": 0,
|
| 426 |
"precision": 1.0,
|
| 427 |
-
"coverage": 0.
|
| 428 |
-
"wilson95_lower": 0.
|
| 429 |
}
|
| 430 |
},
|
| 431 |
"routing_counts_initial": {
|
| 432 |
"auto_accept_tp": 0,
|
| 433 |
"auto_accept_fp": 0,
|
| 434 |
-
"sllm_candidates":
|
| 435 |
"discarded_candidates": 0
|
| 436 |
},
|
| 437 |
"routing_counts_future": {
|
| 438 |
-
"auto_accept_tp":
|
| 439 |
"auto_accept_fp": 0,
|
| 440 |
-
"sllm_candidates":
|
| 441 |
"discarded_candidates": 0,
|
| 442 |
"discarded_tp": 0,
|
| 443 |
"discarded_fp": 0
|
|
@@ -452,7 +452,7 @@
|
|
| 452 |
},
|
| 453 |
"CITY": {
|
| 454 |
"risk_tier": "medium",
|
| 455 |
-
"low": 0.
|
| 456 |
"high": 1.0,
|
| 457 |
"routing": {
|
| 458 |
"confidence_gte_high": "SLLM",
|
|
@@ -471,19 +471,19 @@
|
|
| 471 |
"raw_precision": 0.9802631578947368,
|
| 472 |
"raw_recall": 0.9933333333333333,
|
| 473 |
"raw_f1": 0.9867549668874172,
|
| 474 |
-
"tp_p01": 0.
|
| 475 |
-
"tp_p05": 0.
|
| 476 |
-
"fp_p95": 0.
|
| 477 |
-
"fp_p99": 0.
|
| 478 |
"tp_below_low": 2,
|
| 479 |
"tp_below_low_rate": 0.013422818791946308,
|
| 480 |
"fp_below_low": 2,
|
| 481 |
"auto_band": {
|
| 482 |
"tp": 146,
|
| 483 |
-
"fp":
|
| 484 |
-
"precision":
|
| 485 |
"coverage": 0.9798657718120806,
|
| 486 |
-
"wilson95_lower": 0.
|
| 487 |
}
|
| 488 |
},
|
| 489 |
"routing_counts_initial": {
|
|
@@ -494,8 +494,8 @@
|
|
| 494 |
},
|
| 495 |
"routing_counts_future": {
|
| 496 |
"auto_accept_tp": 146,
|
| 497 |
-
"auto_accept_fp":
|
| 498 |
-
"sllm_candidates":
|
| 499 |
"discarded_candidates": 0,
|
| 500 |
"discarded_tp": 0,
|
| 501 |
"discarded_fp": 0
|
|
@@ -523,37 +523,37 @@
|
|
| 523 |
"precision_target": 0.98,
|
| 524 |
"calibration": {
|
| 525 |
"gold": 100,
|
| 526 |
-
"tp":
|
| 527 |
"fp": 2,
|
| 528 |
-
"fn":
|
| 529 |
-
"raw_precision": 0.
|
| 530 |
-
"raw_recall": 0.
|
| 531 |
-
"raw_f1": 0.
|
| 532 |
-
"tp_p01": 0.
|
| 533 |
-
"tp_p05": 0.
|
| 534 |
-
"fp_p95": 0.
|
| 535 |
-
"fp_p99": 0.
|
| 536 |
-
"tp_below_low":
|
| 537 |
-
"tp_below_low_rate": 0.
|
| 538 |
"fp_below_low": 2,
|
| 539 |
"auto_band": {
|
| 540 |
"tp": 97,
|
| 541 |
"fp": 0,
|
| 542 |
"precision": 1.0,
|
| 543 |
-
"coverage": 0.
|
| 544 |
"wilson95_lower": 0.9619046107955446
|
| 545 |
}
|
| 546 |
},
|
| 547 |
"routing_counts_initial": {
|
| 548 |
"auto_accept_tp": 0,
|
| 549 |
"auto_accept_fp": 0,
|
| 550 |
-
"sllm_candidates":
|
| 551 |
"discarded_candidates": 0
|
| 552 |
},
|
| 553 |
"routing_counts_future": {
|
| 554 |
"auto_accept_tp": 97,
|
| 555 |
"auto_accept_fp": 0,
|
| 556 |
-
"sllm_candidates":
|
| 557 |
"discarded_candidates": 0,
|
| 558 |
"discarded_tp": 0,
|
| 559 |
"discarded_fp": 0
|
|
@@ -581,25 +581,25 @@
|
|
| 581 |
"precision_target": 0.985,
|
| 582 |
"calibration": {
|
| 583 |
"gold": 100,
|
| 584 |
-
"tp":
|
| 585 |
-
"fp":
|
| 586 |
-
"fn":
|
| 587 |
-
"raw_precision": 0.
|
| 588 |
-
"raw_recall": 0.
|
| 589 |
-
"raw_f1": 0.
|
| 590 |
-
"tp_p01": 0.
|
| 591 |
-
"tp_p05": 0.
|
| 592 |
-
"fp_p95": 0.
|
| 593 |
-
"fp_p99": 0.
|
| 594 |
-
"tp_below_low":
|
| 595 |
-
"tp_below_low_rate": 0.
|
| 596 |
-
"fp_below_low":
|
| 597 |
"auto_band": {
|
| 598 |
-
"tp":
|
| 599 |
"fp": 0,
|
| 600 |
"precision": 1.0,
|
| 601 |
-
"coverage": 0.
|
| 602 |
-
"wilson95_lower": 0.
|
| 603 |
}
|
| 604 |
},
|
| 605 |
"routing_counts_initial": {
|
|
@@ -609,9 +609,9 @@
|
|
| 609 |
"discarded_candidates": 0
|
| 610 |
},
|
| 611 |
"routing_counts_future": {
|
| 612 |
-
"auto_accept_tp":
|
| 613 |
"auto_accept_fp": 0,
|
| 614 |
-
"sllm_candidates":
|
| 615 |
"discarded_candidates": 0,
|
| 616 |
"discarded_tp": 0,
|
| 617 |
"discarded_fp": 0
|
|
@@ -645,8 +645,8 @@
|
|
| 645 |
"raw_precision": 1.0,
|
| 646 |
"raw_recall": 1.0,
|
| 647 |
"raw_f1": 1.0,
|
| 648 |
-
"tp_p01": 0.
|
| 649 |
-
"tp_p05": 0.
|
| 650 |
"fp_p95": null,
|
| 651 |
"fp_p99": null,
|
| 652 |
"tp_below_low": 0,
|
|
@@ -661,9 +661,9 @@
|
|
| 661 |
}
|
| 662 |
},
|
| 663 |
"routing_counts_initial": {
|
| 664 |
-
"auto_accept_tp":
|
| 665 |
"auto_accept_fp": 0,
|
| 666 |
-
"sllm_candidates":
|
| 667 |
"discarded_candidates": 0
|
| 668 |
},
|
| 669 |
"routing_counts_future": {
|
|
@@ -675,16 +675,16 @@
|
|
| 675 |
"discarded_fp": 0
|
| 676 |
},
|
| 677 |
"conservative_auto_band": {
|
| 678 |
-
"tp":
|
| 679 |
"fp": 0,
|
| 680 |
"precision": 1.0,
|
| 681 |
-
"coverage": 0.
|
| 682 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 683 |
}
|
| 684 |
},
|
| 685 |
"EMPLOYEE_ID": {
|
| 686 |
"risk_tier": "medium",
|
| 687 |
-
"low": 0.
|
| 688 |
"high": 1.0,
|
| 689 |
"routing": {
|
| 690 |
"confidence_gte_high": "SLLM",
|
|
@@ -697,37 +697,37 @@
|
|
| 697 |
"precision_target": 0.985,
|
| 698 |
"calibration": {
|
| 699 |
"gold": 141,
|
| 700 |
-
"tp":
|
| 701 |
-
"fp":
|
| 702 |
-
"fn":
|
| 703 |
-
"raw_precision": 0.
|
| 704 |
-
"raw_recall": 0.
|
| 705 |
-
"raw_f1": 0.
|
| 706 |
-
"tp_p01": 0.
|
| 707 |
-
"tp_p05": 0.
|
| 708 |
-
"fp_p95": 0.
|
| 709 |
-
"fp_p99": 0.
|
| 710 |
"tp_below_low": 2,
|
| 711 |
-
"tp_below_low_rate": 0.
|
| 712 |
-
"fp_below_low":
|
| 713 |
"auto_band": {
|
| 714 |
-
"tp":
|
| 715 |
"fp": 1,
|
| 716 |
-
"precision": 0.
|
| 717 |
-
"coverage": 0.
|
| 718 |
-
"wilson95_lower": 0.
|
| 719 |
}
|
| 720 |
},
|
| 721 |
"routing_counts_initial": {
|
| 722 |
"auto_accept_tp": 0,
|
| 723 |
"auto_accept_fp": 0,
|
| 724 |
-
"sllm_candidates":
|
| 725 |
"discarded_candidates": 0
|
| 726 |
},
|
| 727 |
"routing_counts_future": {
|
| 728 |
-
"auto_accept_tp":
|
| 729 |
"auto_accept_fp": 1,
|
| 730 |
-
"sllm_candidates":
|
| 731 |
"discarded_candidates": 0,
|
| 732 |
"discarded_tp": 0,
|
| 733 |
"discarded_fp": 0
|
|
@@ -761,19 +761,19 @@
|
|
| 761 |
"raw_precision": 0.591715976331361,
|
| 762 |
"raw_recall": 1.0,
|
| 763 |
"raw_f1": 0.7434944237918216,
|
| 764 |
-
"tp_p01": 0.
|
| 765 |
-
"tp_p05": 0.
|
| 766 |
-
"fp_p95": 0.
|
| 767 |
-
"fp_p99": 0.
|
| 768 |
"tp_below_low": 0,
|
| 769 |
"tp_below_low_rate": 0.0,
|
| 770 |
-
"fp_below_low":
|
| 771 |
"auto_band": {
|
| 772 |
-
"tp":
|
| 773 |
"fp": 0,
|
| 774 |
"precision": 1.0,
|
| 775 |
-
"coverage": 0.
|
| 776 |
-
"wilson95_lower": 0.
|
| 777 |
}
|
| 778 |
},
|
| 779 |
"routing_counts_initial": {
|
|
@@ -783,12 +783,12 @@
|
|
| 783 |
"discarded_candidates": 0
|
| 784 |
},
|
| 785 |
"routing_counts_future": {
|
| 786 |
-
"auto_accept_tp":
|
| 787 |
"auto_accept_fp": 0,
|
| 788 |
-
"sllm_candidates":
|
| 789 |
-
"discarded_candidates":
|
| 790 |
"discarded_tp": 0,
|
| 791 |
-
"discarded_fp":
|
| 792 |
},
|
| 793 |
"conservative_auto_band": {
|
| 794 |
"tp": 0,
|
|
@@ -814,18 +814,18 @@
|
|
| 814 |
"calibration": {
|
| 815 |
"gold": 100,
|
| 816 |
"tp": 100,
|
| 817 |
-
"fp":
|
| 818 |
"fn": 0,
|
| 819 |
-
"raw_precision": 0.
|
| 820 |
"raw_recall": 1.0,
|
| 821 |
-
"raw_f1": 0.
|
| 822 |
-
"tp_p01": 0.
|
| 823 |
-
"tp_p05": 0.
|
| 824 |
-
"fp_p95": 0.
|
| 825 |
-
"fp_p99": 0.
|
| 826 |
"tp_below_low": 1,
|
| 827 |
"tp_below_low_rate": 0.01,
|
| 828 |
-
"fp_below_low":
|
| 829 |
"auto_band": {
|
| 830 |
"tp": 0,
|
| 831 |
"fp": 0,
|
|
@@ -837,16 +837,16 @@
|
|
| 837 |
"routing_counts_initial": {
|
| 838 |
"auto_accept_tp": 0,
|
| 839 |
"auto_accept_fp": 0,
|
| 840 |
-
"sllm_candidates":
|
| 841 |
"discarded_candidates": 0
|
| 842 |
},
|
| 843 |
"routing_counts_future": {
|
| 844 |
"auto_accept_tp": 0,
|
| 845 |
"auto_accept_fp": 0,
|
| 846 |
"sllm_candidates": 166,
|
| 847 |
-
"discarded_candidates":
|
| 848 |
"discarded_tp": 1,
|
| 849 |
-
"discarded_fp":
|
| 850 |
},
|
| 851 |
"conservative_auto_band": {
|
| 852 |
"tp": 0,
|
|
@@ -872,18 +872,18 @@
|
|
| 872 |
"calibration": {
|
| 873 |
"gold": 100,
|
| 874 |
"tp": 99,
|
| 875 |
-
"fp":
|
| 876 |
"fn": 1,
|
| 877 |
-
"raw_precision": 0.
|
| 878 |
"raw_recall": 0.99,
|
| 879 |
-
"raw_f1": 0.
|
| 880 |
-
"tp_p01": 0.
|
| 881 |
-
"tp_p05": 0.
|
| 882 |
-
"fp_p95": 0.
|
| 883 |
-
"fp_p99": 0.
|
| 884 |
"tp_below_low": 0,
|
| 885 |
"tp_below_low_rate": 0.0,
|
| 886 |
-
"fp_below_low":
|
| 887 |
"auto_band": {
|
| 888 |
"tp": 0,
|
| 889 |
"fp": 0,
|
|
@@ -895,13 +895,13 @@
|
|
| 895 |
"routing_counts_initial": {
|
| 896 |
"auto_accept_tp": 0,
|
| 897 |
"auto_accept_fp": 0,
|
| 898 |
-
"sllm_candidates":
|
| 899 |
"discarded_candidates": 0
|
| 900 |
},
|
| 901 |
"routing_counts_future": {
|
| 902 |
"auto_accept_tp": 0,
|
| 903 |
"auto_accept_fp": 0,
|
| 904 |
-
"sllm_candidates":
|
| 905 |
"discarded_candidates": 0,
|
| 906 |
"discarded_tp": 0,
|
| 907 |
"discarded_fp": 0
|
|
@@ -930,36 +930,36 @@
|
|
| 930 |
"calibration": {
|
| 931 |
"gold": 100,
|
| 932 |
"tp": 99,
|
| 933 |
-
"fp":
|
| 934 |
"fn": 1,
|
| 935 |
-
"raw_precision": 0.
|
| 936 |
"raw_recall": 0.99,
|
| 937 |
-
"raw_f1": 0.
|
| 938 |
-
"tp_p01": 0.
|
| 939 |
-
"tp_p05": 0.
|
| 940 |
-
"fp_p95": 0.
|
| 941 |
-
"fp_p99": 0.
|
| 942 |
"tp_below_low": 0,
|
| 943 |
"tp_below_low_rate": 0.0,
|
| 944 |
-
"fp_below_low":
|
| 945 |
"auto_band": {
|
| 946 |
-
"tp":
|
| 947 |
"fp": 1,
|
| 948 |
-
"precision": 0.
|
| 949 |
-
"coverage": 0.
|
| 950 |
-
"wilson95_lower": 0.
|
| 951 |
}
|
| 952 |
},
|
| 953 |
"routing_counts_initial": {
|
| 954 |
"auto_accept_tp": 0,
|
| 955 |
"auto_accept_fp": 0,
|
| 956 |
-
"sllm_candidates":
|
| 957 |
"discarded_candidates": 0
|
| 958 |
},
|
| 959 |
"routing_counts_future": {
|
| 960 |
-
"auto_accept_tp":
|
| 961 |
"auto_accept_fp": 1,
|
| 962 |
-
"sllm_candidates":
|
| 963 |
"discarded_candidates": 0,
|
| 964 |
"discarded_tp": 0,
|
| 965 |
"discarded_fp": 0
|
|
@@ -987,37 +987,37 @@
|
|
| 987 |
"precision_target": 0.985,
|
| 988 |
"calibration": {
|
| 989 |
"gold": 142,
|
| 990 |
-
"tp":
|
| 991 |
-
"fp":
|
| 992 |
-
"fn":
|
| 993 |
-
"raw_precision": 0.
|
| 994 |
-
"raw_recall": 0.
|
| 995 |
-
"raw_f1": 0.
|
| 996 |
-
"tp_p01": 0.
|
| 997 |
-
"tp_p05": 0.
|
| 998 |
-
"fp_p95": 0.
|
| 999 |
-
"fp_p99": 0.
|
| 1000 |
-
"tp_below_low":
|
| 1001 |
-
"tp_below_low_rate": 0.
|
| 1002 |
-
"fp_below_low":
|
| 1003 |
"auto_band": {
|
| 1004 |
-
"tp":
|
| 1005 |
-
"fp":
|
| 1006 |
-
"precision":
|
| 1007 |
-
"coverage": 0.
|
| 1008 |
-
"wilson95_lower": 0.
|
| 1009 |
}
|
| 1010 |
},
|
| 1011 |
"routing_counts_initial": {
|
| 1012 |
"auto_accept_tp": 0,
|
| 1013 |
"auto_accept_fp": 0,
|
| 1014 |
-
"sllm_candidates":
|
| 1015 |
"discarded_candidates": 0
|
| 1016 |
},
|
| 1017 |
"routing_counts_future": {
|
| 1018 |
-
"auto_accept_tp":
|
| 1019 |
-
"auto_accept_fp":
|
| 1020 |
-
"sllm_candidates":
|
| 1021 |
"discarded_candidates": 0,
|
| 1022 |
"discarded_tp": 0,
|
| 1023 |
"discarded_fp": 0
|
|
@@ -1045,40 +1045,40 @@
|
|
| 1045 |
"precision_target": 0.985,
|
| 1046 |
"calibration": {
|
| 1047 |
"gold": 150,
|
| 1048 |
-
"tp":
|
| 1049 |
-
"fp":
|
| 1050 |
-
"fn":
|
| 1051 |
-
"raw_precision": 0.
|
| 1052 |
-
"raw_recall": 0.
|
| 1053 |
-
"raw_f1": 0.
|
| 1054 |
-
"tp_p01": 0.
|
| 1055 |
-
"tp_p05": 0.
|
| 1056 |
-
"fp_p95": 0.
|
| 1057 |
-
"fp_p99": 0.
|
| 1058 |
-
"tp_below_low":
|
| 1059 |
-
"tp_below_low_rate": 0.
|
| 1060 |
-
"fp_below_low":
|
| 1061 |
"auto_band": {
|
| 1062 |
-
"tp":
|
| 1063 |
"fp": 2,
|
| 1064 |
-
"precision": 0.
|
| 1065 |
-
"coverage": 0.
|
| 1066 |
-
"wilson95_lower": 0.
|
| 1067 |
}
|
| 1068 |
},
|
| 1069 |
"routing_counts_initial": {
|
| 1070 |
"auto_accept_tp": 0,
|
| 1071 |
"auto_accept_fp": 0,
|
| 1072 |
-
"sllm_candidates":
|
| 1073 |
"discarded_candidates": 0
|
| 1074 |
},
|
| 1075 |
"routing_counts_future": {
|
| 1076 |
-
"auto_accept_tp":
|
| 1077 |
"auto_accept_fp": 2,
|
| 1078 |
-
"sllm_candidates":
|
| 1079 |
-
"discarded_candidates":
|
| 1080 |
-
"discarded_tp":
|
| 1081 |
-
"discarded_fp":
|
| 1082 |
},
|
| 1083 |
"conservative_auto_band": {
|
| 1084 |
"tp": 0,
|
|
@@ -1109,8 +1109,8 @@
|
|
| 1109 |
"raw_precision": 1.0,
|
| 1110 |
"raw_recall": 1.0,
|
| 1111 |
"raw_f1": 1.0,
|
| 1112 |
-
"tp_p01": 0.
|
| 1113 |
-
"tp_p05": 0.
|
| 1114 |
"fp_p95": null,
|
| 1115 |
"fp_p99": null,
|
| 1116 |
"tp_below_low": 0,
|
|
@@ -1125,9 +1125,9 @@
|
|
| 1125 |
}
|
| 1126 |
},
|
| 1127 |
"routing_counts_initial": {
|
| 1128 |
-
"auto_accept_tp":
|
| 1129 |
"auto_accept_fp": 0,
|
| 1130 |
-
"sllm_candidates":
|
| 1131 |
"discarded_candidates": 0
|
| 1132 |
},
|
| 1133 |
"routing_counts_future": {
|
|
@@ -1139,10 +1139,10 @@
|
|
| 1139 |
"discarded_fp": 0
|
| 1140 |
},
|
| 1141 |
"conservative_auto_band": {
|
| 1142 |
-
"tp":
|
| 1143 |
"fp": 0,
|
| 1144 |
"precision": 1.0,
|
| 1145 |
-
"coverage": 0.
|
| 1146 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 1147 |
}
|
| 1148 |
},
|
|
@@ -1161,37 +1161,37 @@
|
|
| 1161 |
"precision_target": 0.985,
|
| 1162 |
"calibration": {
|
| 1163 |
"gold": 150,
|
| 1164 |
-
"tp":
|
| 1165 |
-
"fp":
|
| 1166 |
-
"fn":
|
| 1167 |
-
"raw_precision": 0.
|
| 1168 |
-
"raw_recall": 0.
|
| 1169 |
-
"raw_f1": 0.
|
| 1170 |
-
"tp_p01": 0.
|
| 1171 |
-
"tp_p05": 0.
|
| 1172 |
-
"fp_p95": 0.
|
| 1173 |
-
"fp_p99": 0.
|
| 1174 |
-
"tp_below_low":
|
| 1175 |
-
"tp_below_low_rate": 0.
|
| 1176 |
-
"fp_below_low":
|
| 1177 |
"auto_band": {
|
| 1178 |
-
"tp":
|
| 1179 |
-
"fp":
|
| 1180 |
-
"precision":
|
| 1181 |
-
"coverage": 0.
|
| 1182 |
-
"wilson95_lower": 0.
|
| 1183 |
}
|
| 1184 |
},
|
| 1185 |
"routing_counts_initial": {
|
| 1186 |
"auto_accept_tp": 0,
|
| 1187 |
"auto_accept_fp": 0,
|
| 1188 |
-
"sllm_candidates":
|
| 1189 |
"discarded_candidates": 0
|
| 1190 |
},
|
| 1191 |
"routing_counts_future": {
|
| 1192 |
-
"auto_accept_tp":
|
| 1193 |
-
"auto_accept_fp":
|
| 1194 |
-
"sllm_candidates":
|
| 1195 |
"discarded_candidates": 0,
|
| 1196 |
"discarded_tp": 0,
|
| 1197 |
"discarded_fp": 0
|
|
@@ -1206,7 +1206,7 @@
|
|
| 1206 |
},
|
| 1207 |
"PARTICIPANT_ID": {
|
| 1208 |
"risk_tier": "medium",
|
| 1209 |
-
"low": 0.
|
| 1210 |
"high": 1.0,
|
| 1211 |
"routing": {
|
| 1212 |
"confidence_gte_high": "SLLM",
|
|
@@ -1220,36 +1220,36 @@
|
|
| 1220 |
"calibration": {
|
| 1221 |
"gold": 167,
|
| 1222 |
"tp": 167,
|
| 1223 |
-
"fp":
|
| 1224 |
"fn": 0,
|
| 1225 |
-
"raw_precision": 0.
|
| 1226 |
"raw_recall": 1.0,
|
| 1227 |
-
"raw_f1": 0.
|
| 1228 |
-
"tp_p01": 0.
|
| 1229 |
-
"tp_p05": 0.
|
| 1230 |
-
"fp_p95": 0.
|
| 1231 |
-
"fp_p99": 0.
|
| 1232 |
"tp_below_low": 2,
|
| 1233 |
"tp_below_low_rate": 0.011976047904191617,
|
| 1234 |
-
"fp_below_low":
|
| 1235 |
"auto_band": {
|
| 1236 |
-
"tp":
|
| 1237 |
"fp": 1,
|
| 1238 |
-
"precision": 0.
|
| 1239 |
-
"coverage": 0.
|
| 1240 |
-
"wilson95_lower": 0.
|
| 1241 |
}
|
| 1242 |
},
|
| 1243 |
"routing_counts_initial": {
|
| 1244 |
"auto_accept_tp": 0,
|
| 1245 |
"auto_accept_fp": 0,
|
| 1246 |
-
"sllm_candidates":
|
| 1247 |
"discarded_candidates": 0
|
| 1248 |
},
|
| 1249 |
"routing_counts_future": {
|
| 1250 |
-
"auto_accept_tp":
|
| 1251 |
"auto_accept_fp": 1,
|
| 1252 |
-
"sllm_candidates":
|
| 1253 |
"discarded_candidates": 0,
|
| 1254 |
"discarded_tp": 0,
|
| 1255 |
"discarded_fp": 0
|
|
@@ -1265,31 +1265,31 @@
|
|
| 1265 |
"PASSPORTNUM": {
|
| 1266 |
"risk_tier": "high",
|
| 1267 |
"low": 0.85,
|
| 1268 |
-
"high":
|
| 1269 |
"routing": {
|
| 1270 |
-
"confidence_gte_high": "
|
| 1271 |
"low_lte_confidence_lt_high": "SLLM",
|
| 1272 |
"confidence_lt_low_initial": "SLLM",
|
| 1273 |
"confidence_lt_low_future": "SLLM"
|
| 1274 |
},
|
| 1275 |
-
"auto_accept_enabled":
|
| 1276 |
"future_discard_below_low_allowed": false,
|
| 1277 |
"precision_target": 0.995,
|
| 1278 |
"calibration": {
|
| 1279 |
"gold": 100,
|
| 1280 |
"tp": 100,
|
| 1281 |
-
"fp":
|
| 1282 |
"fn": 0,
|
| 1283 |
-
"raw_precision":
|
| 1284 |
"raw_recall": 1.0,
|
| 1285 |
-
"raw_f1":
|
| 1286 |
-
"tp_p01": 0.
|
| 1287 |
-
"tp_p05": 0.
|
| 1288 |
-
"fp_p95":
|
| 1289 |
-
"fp_p99":
|
| 1290 |
"tp_below_low": 0,
|
| 1291 |
"tp_below_low_rate": 0.0,
|
| 1292 |
-
"fp_below_low":
|
| 1293 |
"auto_band": {
|
| 1294 |
"tp": 99,
|
| 1295 |
"fp": 0,
|
|
@@ -1299,24 +1299,24 @@
|
|
| 1299 |
}
|
| 1300 |
},
|
| 1301 |
"routing_counts_initial": {
|
| 1302 |
-
"auto_accept_tp":
|
| 1303 |
"auto_accept_fp": 0,
|
| 1304 |
-
"sllm_candidates":
|
| 1305 |
"discarded_candidates": 0
|
| 1306 |
},
|
| 1307 |
"routing_counts_future": {
|
| 1308 |
"auto_accept_tp": 99,
|
| 1309 |
"auto_accept_fp": 0,
|
| 1310 |
-
"sllm_candidates":
|
| 1311 |
"discarded_candidates": 0,
|
| 1312 |
"discarded_tp": 0,
|
| 1313 |
"discarded_fp": 0
|
| 1314 |
},
|
| 1315 |
"conservative_auto_band": {
|
| 1316 |
-
"tp":
|
| 1317 |
"fp": 0,
|
| 1318 |
-
"precision":
|
| 1319 |
-
"coverage": 0.
|
| 1320 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 1321 |
}
|
| 1322 |
},
|
|
@@ -1336,18 +1336,18 @@
|
|
| 1336 |
"calibration": {
|
| 1337 |
"gold": 100,
|
| 1338 |
"tp": 100,
|
| 1339 |
-
"fp":
|
| 1340 |
"fn": 0,
|
| 1341 |
-
"raw_precision": 0.
|
| 1342 |
"raw_recall": 1.0,
|
| 1343 |
-
"raw_f1": 0.
|
| 1344 |
-
"tp_p01": 0.
|
| 1345 |
-
"tp_p05": 0.
|
| 1346 |
-
"fp_p95": 0.
|
| 1347 |
-
"fp_p99": 0.
|
| 1348 |
"tp_below_low": 0,
|
| 1349 |
"tp_below_low_rate": 0.0,
|
| 1350 |
-
"fp_below_low":
|
| 1351 |
"auto_band": {
|
| 1352 |
"tp": 0,
|
| 1353 |
"fp": 0,
|
|
@@ -1359,13 +1359,13 @@
|
|
| 1359 |
"routing_counts_initial": {
|
| 1360 |
"auto_accept_tp": 0,
|
| 1361 |
"auto_accept_fp": 0,
|
| 1362 |
-
"sllm_candidates":
|
| 1363 |
"discarded_candidates": 0
|
| 1364 |
},
|
| 1365 |
"routing_counts_future": {
|
| 1366 |
"auto_accept_tp": 0,
|
| 1367 |
"auto_accept_fp": 0,
|
| 1368 |
-
"sllm_candidates":
|
| 1369 |
"discarded_candidates": 0,
|
| 1370 |
"discarded_tp": 0,
|
| 1371 |
"discarded_fp": 0
|
|
@@ -1394,18 +1394,18 @@
|
|
| 1394 |
"calibration": {
|
| 1395 |
"gold": 100,
|
| 1396 |
"tp": 99,
|
| 1397 |
-
"fp":
|
| 1398 |
"fn": 1,
|
| 1399 |
-
"raw_precision": 0.
|
| 1400 |
"raw_recall": 0.99,
|
| 1401 |
-
"raw_f1": 0.
|
| 1402 |
-
"tp_p01": 0.
|
| 1403 |
-
"tp_p05": 0.
|
| 1404 |
-
"fp_p95": 0.
|
| 1405 |
-
"fp_p99": 0.
|
| 1406 |
"tp_below_low": 0,
|
| 1407 |
"tp_below_low_rate": 0.0,
|
| 1408 |
-
"fp_below_low":
|
| 1409 |
"auto_band": {
|
| 1410 |
"tp": 98,
|
| 1411 |
"fp": 1,
|
|
@@ -1417,13 +1417,13 @@
|
|
| 1417 |
"routing_counts_initial": {
|
| 1418 |
"auto_accept_tp": 0,
|
| 1419 |
"auto_accept_fp": 0,
|
| 1420 |
-
"sllm_candidates":
|
| 1421 |
"discarded_candidates": 0
|
| 1422 |
},
|
| 1423 |
"routing_counts_future": {
|
| 1424 |
"auto_accept_tp": 98,
|
| 1425 |
"auto_accept_fp": 1,
|
| 1426 |
-
"sllm_candidates":
|
| 1427 |
"discarded_candidates": 0,
|
| 1428 |
"discarded_tp": 0,
|
| 1429 |
"discarded_fp": 0
|
|
@@ -1452,18 +1452,18 @@
|
|
| 1452 |
"calibration": {
|
| 1453 |
"gold": 100,
|
| 1454 |
"tp": 86,
|
| 1455 |
-
"fp":
|
| 1456 |
"fn": 14,
|
| 1457 |
-
"raw_precision": 0.
|
| 1458 |
"raw_recall": 0.86,
|
| 1459 |
-
"raw_f1": 0.
|
| 1460 |
-
"tp_p01": 0.
|
| 1461 |
-
"tp_p05": 0.
|
| 1462 |
-
"fp_p95": 0.
|
| 1463 |
-
"fp_p99": 0.
|
| 1464 |
"tp_below_low": 0,
|
| 1465 |
"tp_below_low_rate": 0.0,
|
| 1466 |
-
"fp_below_low":
|
| 1467 |
"auto_band": {
|
| 1468 |
"tp": 85,
|
| 1469 |
"fp": 0,
|
|
@@ -1475,13 +1475,13 @@
|
|
| 1475 |
"routing_counts_initial": {
|
| 1476 |
"auto_accept_tp": 0,
|
| 1477 |
"auto_accept_fp": 0,
|
| 1478 |
-
"sllm_candidates":
|
| 1479 |
"discarded_candidates": 0
|
| 1480 |
},
|
| 1481 |
"routing_counts_future": {
|
| 1482 |
"auto_accept_tp": 85,
|
| 1483 |
"auto_accept_fp": 0,
|
| 1484 |
-
"sllm_candidates":
|
| 1485 |
"discarded_candidates": 0,
|
| 1486 |
"discarded_tp": 0,
|
| 1487 |
"discarded_fp": 0
|
|
@@ -1509,37 +1509,37 @@
|
|
| 1509 |
"precision_target": 0.995,
|
| 1510 |
"calibration": {
|
| 1511 |
"gold": 150,
|
| 1512 |
-
"tp":
|
| 1513 |
-
"fp":
|
| 1514 |
-
"fn":
|
| 1515 |
-
"raw_precision": 0.
|
| 1516 |
-
"raw_recall": 0.
|
| 1517 |
-
"raw_f1": 0.
|
| 1518 |
-
"tp_p01": 0.
|
| 1519 |
-
"tp_p05": 0.
|
| 1520 |
-
"fp_p95": 0.
|
| 1521 |
-
"fp_p99": 0.
|
| 1522 |
-
"tp_below_low":
|
| 1523 |
-
"tp_below_low_rate": 0.
|
| 1524 |
-
"fp_below_low":
|
| 1525 |
"auto_band": {
|
| 1526 |
-
"tp":
|
| 1527 |
"fp": 0,
|
| 1528 |
"precision": 1.0,
|
| 1529 |
-
"coverage": 0.
|
| 1530 |
-
"wilson95_lower": 0.
|
| 1531 |
}
|
| 1532 |
},
|
| 1533 |
"routing_counts_initial": {
|
| 1534 |
"auto_accept_tp": 0,
|
| 1535 |
"auto_accept_fp": 0,
|
| 1536 |
-
"sllm_candidates":
|
| 1537 |
"discarded_candidates": 0
|
| 1538 |
},
|
| 1539 |
"routing_counts_future": {
|
| 1540 |
-
"auto_accept_tp":
|
| 1541 |
"auto_accept_fp": 0,
|
| 1542 |
-
"sllm_candidates":
|
| 1543 |
"discarded_candidates": 0,
|
| 1544 |
"discarded_tp": 0,
|
| 1545 |
"discarded_fp": 0
|
|
@@ -1560,10 +1560,10 @@
|
|
| 1560 |
"confidence_gte_high": "NER_ACCEPT",
|
| 1561 |
"low_lte_confidence_lt_high": "SLLM",
|
| 1562 |
"confidence_lt_low_initial": "SLLM",
|
| 1563 |
-
"confidence_lt_low_future": "
|
| 1564 |
},
|
| 1565 |
"auto_accept_enabled": true,
|
| 1566 |
-
"future_discard_below_low_allowed":
|
| 1567 |
"precision_target": 0.985,
|
| 1568 |
"calibration": {
|
| 1569 |
"gold": 150,
|
|
@@ -1573,40 +1573,40 @@
|
|
| 1573 |
"raw_precision": 1.0,
|
| 1574 |
"raw_recall": 1.0,
|
| 1575 |
"raw_f1": 1.0,
|
| 1576 |
-
"tp_p01": 0.
|
| 1577 |
-
"tp_p05": 0.
|
| 1578 |
"fp_p95": null,
|
| 1579 |
"fp_p99": null,
|
| 1580 |
-
"tp_below_low":
|
| 1581 |
-
"tp_below_low_rate": 0.
|
| 1582 |
"fp_below_low": 0,
|
| 1583 |
"auto_band": {
|
| 1584 |
-
"tp":
|
| 1585 |
"fp": 0,
|
| 1586 |
"precision": 1.0,
|
| 1587 |
-
"coverage": 0.
|
| 1588 |
-
"wilson95_lower": 0.
|
| 1589 |
}
|
| 1590 |
},
|
| 1591 |
"routing_counts_initial": {
|
| 1592 |
-
"auto_accept_tp":
|
| 1593 |
"auto_accept_fp": 0,
|
| 1594 |
-
"sllm_candidates":
|
| 1595 |
"discarded_candidates": 0
|
| 1596 |
},
|
| 1597 |
"routing_counts_future": {
|
| 1598 |
-
"auto_accept_tp":
|
| 1599 |
"auto_accept_fp": 0,
|
| 1600 |
-
"sllm_candidates":
|
| 1601 |
-
"discarded_candidates":
|
| 1602 |
-
"discarded_tp":
|
| 1603 |
"discarded_fp": 0
|
| 1604 |
},
|
| 1605 |
"conservative_auto_band": {
|
| 1606 |
-
"tp":
|
| 1607 |
"fp": 0,
|
| 1608 |
"precision": 1.0,
|
| 1609 |
-
"coverage": 0.
|
| 1610 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 1611 |
}
|
| 1612 |
},
|
|
@@ -1626,35 +1626,35 @@
|
|
| 1626 |
"calibration": {
|
| 1627 |
"gold": 100,
|
| 1628 |
"tp": 98,
|
| 1629 |
-
"fp":
|
| 1630 |
"fn": 2,
|
| 1631 |
-
"raw_precision": 0.
|
| 1632 |
"raw_recall": 0.98,
|
| 1633 |
-
"raw_f1": 0.
|
| 1634 |
-
"tp_p01": 0.
|
| 1635 |
-
"tp_p05": 0.
|
| 1636 |
-
"fp_p95": 0.
|
| 1637 |
-
"fp_p99": 0.
|
| 1638 |
"tp_below_low": 0,
|
| 1639 |
"tp_below_low_rate": 0.0,
|
| 1640 |
-
"fp_below_low":
|
| 1641 |
"auto_band": {
|
| 1642 |
"tp": 97,
|
| 1643 |
-
"fp":
|
| 1644 |
-
"precision":
|
| 1645 |
"coverage": 0.9897959183673469,
|
| 1646 |
-
"wilson95_lower": 0.
|
| 1647 |
}
|
| 1648 |
},
|
| 1649 |
"routing_counts_initial": {
|
| 1650 |
"auto_accept_tp": 0,
|
| 1651 |
"auto_accept_fp": 0,
|
| 1652 |
-
"sllm_candidates":
|
| 1653 |
"discarded_candidates": 0
|
| 1654 |
},
|
| 1655 |
"routing_counts_future": {
|
| 1656 |
"auto_accept_tp": 97,
|
| 1657 |
-
"auto_accept_fp":
|
| 1658 |
"sllm_candidates": 3,
|
| 1659 |
"discarded_candidates": 0,
|
| 1660 |
"discarded_tp": 0,
|
|
@@ -1683,19 +1683,19 @@
|
|
| 1683 |
"precision_target": 0.985,
|
| 1684 |
"calibration": {
|
| 1685 |
"gold": 150,
|
| 1686 |
-
"tp":
|
| 1687 |
-
"fp":
|
| 1688 |
-
"fn":
|
| 1689 |
-
"raw_precision": 0.
|
| 1690 |
-
"raw_recall": 0.
|
| 1691 |
-
"raw_f1": 0.
|
| 1692 |
-
"tp_p01": 0.
|
| 1693 |
-
"tp_p05": 0.
|
| 1694 |
-
"fp_p95": 0.
|
| 1695 |
-
"fp_p99": 0.
|
| 1696 |
"tp_below_low": 8,
|
| 1697 |
-
"tp_below_low_rate": 0.
|
| 1698 |
-
"fp_below_low":
|
| 1699 |
"auto_band": {
|
| 1700 |
"tp": 0,
|
| 1701 |
"fp": 0,
|
|
@@ -1728,7 +1728,7 @@
|
|
| 1728 |
},
|
| 1729 |
"VEHICLE_NUMBER": {
|
| 1730 |
"risk_tier": "low",
|
| 1731 |
-
"low": 0.
|
| 1732 |
"high": 1.0,
|
| 1733 |
"routing": {
|
| 1734 |
"confidence_gte_high": "SLLM",
|
|
@@ -1742,39 +1742,39 @@
|
|
| 1742 |
"calibration": {
|
| 1743 |
"gold": 100,
|
| 1744 |
"tp": 100,
|
| 1745 |
-
"fp":
|
| 1746 |
"fn": 0,
|
| 1747 |
-
"raw_precision": 0.
|
| 1748 |
"raw_recall": 1.0,
|
| 1749 |
-
"raw_f1": 0.
|
| 1750 |
-
"tp_p01": 0.
|
| 1751 |
-
"tp_p05": 0.
|
| 1752 |
-
"fp_p95": 0.
|
| 1753 |
-
"fp_p99": 0.
|
| 1754 |
"tp_below_low": 1,
|
| 1755 |
"tp_below_low_rate": 0.01,
|
| 1756 |
-
"fp_below_low":
|
| 1757 |
"auto_band": {
|
| 1758 |
-
"tp":
|
| 1759 |
"fp": 0,
|
| 1760 |
"precision": 1.0,
|
| 1761 |
-
"coverage": 0.
|
| 1762 |
-
"wilson95_lower": 0.
|
| 1763 |
}
|
| 1764 |
},
|
| 1765 |
"routing_counts_initial": {
|
| 1766 |
"auto_accept_tp": 0,
|
| 1767 |
"auto_accept_fp": 0,
|
| 1768 |
-
"sllm_candidates":
|
| 1769 |
"discarded_candidates": 0
|
| 1770 |
},
|
| 1771 |
"routing_counts_future": {
|
| 1772 |
-
"auto_accept_tp":
|
| 1773 |
"auto_accept_fp": 0,
|
| 1774 |
-
"sllm_candidates":
|
| 1775 |
-
"discarded_candidates":
|
| 1776 |
"discarded_tp": 1,
|
| 1777 |
-
"discarded_fp":
|
| 1778 |
},
|
| 1779 |
"conservative_auto_band": {
|
| 1780 |
"tp": 0,
|
|
@@ -1805,19 +1805,19 @@
|
|
| 1805 |
"raw_precision": 0.5988023952095808,
|
| 1806 |
"raw_recall": 1.0,
|
| 1807 |
"raw_f1": 0.7490636704119851,
|
| 1808 |
-
"tp_p01": 0.
|
| 1809 |
-
"tp_p05": 0.
|
| 1810 |
-
"fp_p95": 0.
|
| 1811 |
-
"fp_p99": 0.
|
| 1812 |
"tp_below_low": 0,
|
| 1813 |
"tp_below_low_rate": 0.0,
|
| 1814 |
"fp_below_low": 0,
|
| 1815 |
"auto_band": {
|
| 1816 |
-
"tp":
|
| 1817 |
"fp": 0,
|
| 1818 |
-
"precision":
|
| 1819 |
-
"coverage": 0.
|
| 1820 |
-
"wilson95_lower":
|
| 1821 |
}
|
| 1822 |
},
|
| 1823 |
"routing_counts_initial": {
|
|
@@ -1827,9 +1827,9 @@
|
|
| 1827 |
"discarded_candidates": 0
|
| 1828 |
},
|
| 1829 |
"routing_counts_future": {
|
| 1830 |
-
"auto_accept_tp":
|
| 1831 |
"auto_accept_fp": 0,
|
| 1832 |
-
"sllm_candidates":
|
| 1833 |
"discarded_candidates": 0,
|
| 1834 |
"discarded_tp": 0,
|
| 1835 |
"discarded_fp": 0
|
|
@@ -1858,36 +1858,36 @@
|
|
| 1858 |
"calibration": {
|
| 1859 |
"gold": 150,
|
| 1860 |
"tp": 144,
|
| 1861 |
-
"fp":
|
| 1862 |
"fn": 6,
|
| 1863 |
-
"raw_precision": 0.
|
| 1864 |
"raw_recall": 0.96,
|
| 1865 |
-
"raw_f1": 0.
|
| 1866 |
-
"tp_p01": 0.
|
| 1867 |
-
"tp_p05": 0.
|
| 1868 |
-
"fp_p95": 0.
|
| 1869 |
-
"fp_p99": 0.
|
| 1870 |
"tp_below_low": 32,
|
| 1871 |
"tp_below_low_rate": 0.2222222222222222,
|
| 1872 |
"fp_below_low": 5,
|
| 1873 |
"auto_band": {
|
| 1874 |
-
"tp":
|
| 1875 |
"fp": 0,
|
| 1876 |
"precision": 1.0,
|
| 1877 |
-
"coverage": 0.
|
| 1878 |
-
"wilson95_lower": 0.
|
| 1879 |
}
|
| 1880 |
},
|
| 1881 |
"routing_counts_initial": {
|
| 1882 |
"auto_accept_tp": 0,
|
| 1883 |
"auto_accept_fp": 0,
|
| 1884 |
-
"sllm_candidates":
|
| 1885 |
"discarded_candidates": 0
|
| 1886 |
},
|
| 1887 |
"routing_counts_future": {
|
| 1888 |
-
"auto_accept_tp":
|
| 1889 |
"auto_accept_fp": 0,
|
| 1890 |
-
"sllm_candidates":
|
| 1891 |
"discarded_candidates": 0,
|
| 1892 |
"discarded_tp": 0,
|
| 1893 |
"discarded_fp": 0
|
|
@@ -1902,7 +1902,7 @@
|
|
| 1902 |
},
|
| 1903 |
"ZIPCODE": {
|
| 1904 |
"risk_tier": "medium",
|
| 1905 |
-
"low": 0.
|
| 1906 |
"high": 1.0,
|
| 1907 |
"routing": {
|
| 1908 |
"confidence_gte_high": "SLLM",
|
|
@@ -1916,36 +1916,36 @@
|
|
| 1916 |
"calibration": {
|
| 1917 |
"gold": 100,
|
| 1918 |
"tp": 97,
|
| 1919 |
-
"fp":
|
| 1920 |
"fn": 3,
|
| 1921 |
-
"raw_precision": 0.
|
| 1922 |
"raw_recall": 0.97,
|
| 1923 |
-
"raw_f1": 0.
|
| 1924 |
-
"tp_p01": 0.
|
| 1925 |
-
"tp_p05": 0.
|
| 1926 |
-
"fp_p95": 0.
|
| 1927 |
-
"fp_p99": 0.
|
| 1928 |
"tp_below_low": 1,
|
| 1929 |
"tp_below_low_rate": 0.010309278350515464,
|
| 1930 |
-
"fp_below_low":
|
| 1931 |
"auto_band": {
|
| 1932 |
-
"tp":
|
| 1933 |
"fp": 1,
|
| 1934 |
-
"precision": 0.
|
| 1935 |
-
"coverage": 0.
|
| 1936 |
-
"wilson95_lower": 0.
|
| 1937 |
}
|
| 1938 |
},
|
| 1939 |
"routing_counts_initial": {
|
| 1940 |
"auto_accept_tp": 0,
|
| 1941 |
"auto_accept_fp": 0,
|
| 1942 |
-
"sllm_candidates":
|
| 1943 |
"discarded_candidates": 0
|
| 1944 |
},
|
| 1945 |
"routing_counts_future": {
|
| 1946 |
-
"auto_accept_tp":
|
| 1947 |
"auto_accept_fp": 1,
|
| 1948 |
-
"sllm_candidates":
|
| 1949 |
"discarded_candidates": 0,
|
| 1950 |
"discarded_tp": 0,
|
| 1951 |
"discarded_fp": 0
|
|
@@ -1960,25 +1960,24 @@
|
|
| 1960 |
}
|
| 1961 |
},
|
| 1962 |
"routing_totals_initial": {
|
| 1963 |
-
"auto_tp":
|
| 1964 |
"auto_fp": 0,
|
| 1965 |
-
"sllm_candidates":
|
| 1966 |
"discarded_candidates": 0,
|
| 1967 |
-
"unrecovered_gold_fn":
|
| 1968 |
"auto_precision": 1.0
|
| 1969 |
},
|
| 1970 |
"routing_totals_future": {
|
| 1971 |
-
"auto_tp":
|
| 1972 |
-
"auto_fp":
|
| 1973 |
-
"sllm_candidates":
|
| 1974 |
-
"discarded_candidates":
|
| 1975 |
-
"unrecovered_gold_fn":
|
| 1976 |
-
"auto_precision": 0.
|
| 1977 |
},
|
| 1978 |
"auto_enabled_labels": [
|
| 1979 |
"EMAIL",
|
| 1980 |
"NATIONALITY",
|
| 1981 |
-
"PASSPORTNUM",
|
| 1982 |
"SCHOOL"
|
| 1983 |
]
|
| 1984 |
}
|
|
|
|
| 59 |
"precision_target": 0.995,
|
| 60 |
"calibration": {
|
| 61 |
"gold": 150,
|
| 62 |
+
"tp": 141,
|
| 63 |
+
"fp": 28,
|
| 64 |
+
"fn": 9,
|
| 65 |
+
"raw_precision": 0.834319526627219,
|
| 66 |
+
"raw_recall": 0.94,
|
| 67 |
+
"raw_f1": 0.8840125391849529,
|
| 68 |
+
"tp_p01": 0.5279600262641907,
|
| 69 |
+
"tp_p05": 0.7730298042297363,
|
| 70 |
+
"fp_p95": 0.9650364160537719,
|
| 71 |
+
"fp_p99": 0.989805857539177,
|
| 72 |
+
"tp_below_low": 3,
|
| 73 |
+
"tp_below_low_rate": 0.02127659574468085,
|
| 74 |
+
"fp_below_low": 14,
|
| 75 |
"auto_band": {
|
| 76 |
+
"tp": 83,
|
| 77 |
"fp": 0,
|
| 78 |
"precision": 1.0,
|
| 79 |
+
"coverage": 0.5886524822695035,
|
| 80 |
+
"wilson95_lower": 0.9557631365612794
|
| 81 |
}
|
| 82 |
},
|
| 83 |
"routing_counts_initial": {
|
|
|
|
| 87 |
"discarded_candidates": 0
|
| 88 |
},
|
| 89 |
"routing_counts_future": {
|
| 90 |
+
"auto_accept_tp": 83,
|
| 91 |
"auto_accept_fp": 0,
|
| 92 |
+
"sllm_candidates": 86,
|
| 93 |
"discarded_candidates": 0,
|
| 94 |
"discarded_tp": 0,
|
| 95 |
"discarded_fp": 0
|
|
|
|
| 123 |
"raw_precision": 0.9514563106796117,
|
| 124 |
"raw_recall": 0.98,
|
| 125 |
"raw_f1": 0.9655172413793104,
|
| 126 |
+
"tp_p01": 0.989485747218132,
|
| 127 |
+
"tp_p05": 0.99609954059124,
|
| 128 |
+
"fp_p95": 0.9989572048187256,
|
| 129 |
+
"fp_p99": 0.999220905303955,
|
| 130 |
"tp_below_low": 0,
|
| 131 |
"tp_below_low_rate": 0.0,
|
| 132 |
"fp_below_low": 1,
|
|
|
|
| 176 |
"calibration": {
|
| 177 |
"gold": 100,
|
| 178 |
"tp": 100,
|
| 179 |
+
"fp": 33,
|
| 180 |
"fn": 0,
|
| 181 |
+
"raw_precision": 0.7518796992481203,
|
| 182 |
"raw_recall": 1.0,
|
| 183 |
+
"raw_f1": 0.8583690987124464,
|
| 184 |
+
"tp_p01": 0.9887144988775254,
|
| 185 |
+
"tp_p05": 0.9955841392278671,
|
| 186 |
+
"fp_p95": 0.14105110466480253,
|
| 187 |
+
"fp_p99": 0.15072334706783294,
|
| 188 |
"tp_below_low": 0,
|
| 189 |
"tp_below_low_rate": 0.0,
|
| 190 |
+
"fp_below_low": 33,
|
| 191 |
"auto_band": {
|
| 192 |
"tp": 99,
|
| 193 |
"fp": 0,
|
|
|
|
| 199 |
"routing_counts_initial": {
|
| 200 |
"auto_accept_tp": 0,
|
| 201 |
"auto_accept_fp": 0,
|
| 202 |
+
"sllm_candidates": 133,
|
| 203 |
"discarded_candidates": 0
|
| 204 |
},
|
| 205 |
"routing_counts_future": {
|
| 206 |
"auto_accept_tp": 99,
|
| 207 |
"auto_accept_fp": 0,
|
| 208 |
"sllm_candidates": 1,
|
| 209 |
+
"discarded_candidates": 33,
|
| 210 |
"discarded_tp": 0,
|
| 211 |
+
"discarded_fp": 33
|
| 212 |
},
|
| 213 |
"conservative_auto_band": {
|
| 214 |
"tp": 0,
|
|
|
|
| 220 |
},
|
| 221 |
"ALIEN_NUMBER": {
|
| 222 |
"risk_tier": "high",
|
| 223 |
+
"low": 0.618,
|
| 224 |
"high": 1.0,
|
| 225 |
"routing": {
|
| 226 |
"confidence_gte_high": "SLLM",
|
|
|
|
| 233 |
"precision_target": 0.995,
|
| 234 |
"calibration": {
|
| 235 |
"gold": 150,
|
| 236 |
+
"tp": 143,
|
| 237 |
+
"fp": 68,
|
| 238 |
+
"fn": 7,
|
| 239 |
+
"raw_precision": 0.6777251184834123,
|
| 240 |
+
"raw_recall": 0.9533333333333334,
|
| 241 |
+
"raw_f1": 0.7922437673130195,
|
| 242 |
+
"tp_p01": 0.6181560385227203,
|
| 243 |
+
"tp_p05": 0.7406675696372986,
|
| 244 |
+
"fp_p95": 0.9107672691345214,
|
| 245 |
+
"fp_p99": 0.9874289107322693,
|
| 246 |
+
"tp_below_low": 2,
|
| 247 |
+
"tp_below_low_rate": 0.013986013986013986,
|
| 248 |
+
"fp_below_low": 42,
|
| 249 |
"auto_band": {
|
| 250 |
+
"tp": 78,
|
| 251 |
"fp": 0,
|
| 252 |
"precision": 1.0,
|
| 253 |
+
"coverage": 0.5454545454545454,
|
| 254 |
+
"wilson95_lower": 0.9530605462258802
|
| 255 |
}
|
| 256 |
},
|
| 257 |
"routing_counts_initial": {
|
| 258 |
"auto_accept_tp": 0,
|
| 259 |
"auto_accept_fp": 0,
|
| 260 |
+
"sllm_candidates": 211,
|
| 261 |
"discarded_candidates": 0
|
| 262 |
},
|
| 263 |
"routing_counts_future": {
|
| 264 |
+
"auto_accept_tp": 78,
|
| 265 |
"auto_accept_fp": 0,
|
| 266 |
+
"sllm_candidates": 133,
|
| 267 |
"discarded_candidates": 0,
|
| 268 |
"discarded_tp": 0,
|
| 269 |
"discarded_fp": 0
|
|
|
|
| 292 |
"calibration": {
|
| 293 |
"gold": 100,
|
| 294 |
"tp": 99,
|
| 295 |
+
"fp": 7,
|
| 296 |
"fn": 1,
|
| 297 |
+
"raw_precision": 0.9339622641509434,
|
| 298 |
"raw_recall": 0.99,
|
| 299 |
+
"raw_f1": 0.9611650485436893,
|
| 300 |
+
"tp_p01": 0.9531525158882141,
|
| 301 |
+
"tp_p05": 0.9944851279258728,
|
| 302 |
+
"fp_p95": 0.8616051375865935,
|
| 303 |
+
"fp_p99": 0.8743154466152191,
|
| 304 |
+
"tp_below_low": 0,
|
| 305 |
+
"tp_below_low_rate": 0.0,
|
| 306 |
"fp_below_low": 6,
|
| 307 |
"auto_band": {
|
| 308 |
+
"tp": 98,
|
| 309 |
"fp": 0,
|
| 310 |
"precision": 1.0,
|
| 311 |
+
"coverage": 0.98989898989899,
|
| 312 |
+
"wilson95_lower": 0.9622786759045421
|
| 313 |
}
|
| 314 |
},
|
| 315 |
"routing_counts_initial": {
|
| 316 |
"auto_accept_tp": 0,
|
| 317 |
"auto_accept_fp": 0,
|
| 318 |
+
"sllm_candidates": 106,
|
| 319 |
"discarded_candidates": 0
|
| 320 |
},
|
| 321 |
"routing_counts_future": {
|
| 322 |
+
"auto_accept_tp": 98,
|
| 323 |
"auto_accept_fp": 0,
|
| 324 |
"sllm_candidates": 8,
|
| 325 |
"discarded_candidates": 0,
|
|
|
|
| 349 |
"precision_target": 0.98,
|
| 350 |
"calibration": {
|
| 351 |
"gold": 100,
|
| 352 |
+
"tp": 81,
|
| 353 |
+
"fp": 115,
|
| 354 |
+
"fn": 19,
|
| 355 |
+
"raw_precision": 0.413265306122449,
|
| 356 |
+
"raw_recall": 0.81,
|
| 357 |
+
"raw_f1": 0.5472972972972974,
|
| 358 |
+
"tp_p01": 0.5110871195793152,
|
| 359 |
+
"tp_p05": 0.89145827293396,
|
| 360 |
+
"fp_p95": 0.9984909772872924,
|
| 361 |
+
"fp_p99": 0.9990045022964478,
|
| 362 |
"tp_below_low": 2,
|
| 363 |
+
"tp_below_low_rate": 0.024691358024691357,
|
| 364 |
+
"fp_below_low": 22,
|
| 365 |
"auto_band": {
|
| 366 |
"tp": 0,
|
| 367 |
"fp": 0,
|
|
|
|
| 373 |
"routing_counts_initial": {
|
| 374 |
"auto_accept_tp": 0,
|
| 375 |
"auto_accept_fp": 0,
|
| 376 |
+
"sllm_candidates": 196,
|
| 377 |
"discarded_candidates": 0
|
| 378 |
},
|
| 379 |
"routing_counts_future": {
|
| 380 |
"auto_accept_tp": 0,
|
| 381 |
"auto_accept_fp": 0,
|
| 382 |
+
"sllm_candidates": 196,
|
| 383 |
"discarded_candidates": 0,
|
| 384 |
"discarded_tp": 0,
|
| 385 |
"discarded_fp": 0
|
|
|
|
| 394 |
},
|
| 395 |
"CARD_NUMBER": {
|
| 396 |
"risk_tier": "high",
|
| 397 |
+
"low": 0.756,
|
| 398 |
"high": 1.0,
|
| 399 |
"routing": {
|
| 400 |
"confidence_gte_high": "SLLM",
|
|
|
|
| 407 |
"precision_target": 0.995,
|
| 408 |
"calibration": {
|
| 409 |
"gold": 150,
|
| 410 |
+
"tp": 149,
|
| 411 |
+
"fp": 6,
|
| 412 |
+
"fn": 1,
|
| 413 |
+
"raw_precision": 0.9612903225806452,
|
| 414 |
+
"raw_recall": 0.9933333333333333,
|
| 415 |
+
"raw_f1": 0.9770491803278689,
|
| 416 |
+
"tp_p01": 0.7564220571517944,
|
| 417 |
+
"tp_p05": 0.944215738773346,
|
| 418 |
+
"fp_p95": 0.6197407692670822,
|
| 419 |
+
"fp_p99": 0.6254905790090561,
|
| 420 |
"tp_below_low": 2,
|
| 421 |
+
"tp_below_low_rate": 0.013422818791946308,
|
| 422 |
+
"fp_below_low": 6,
|
| 423 |
"auto_band": {
|
| 424 |
+
"tp": 143,
|
| 425 |
"fp": 0,
|
| 426 |
"precision": 1.0,
|
| 427 |
+
"coverage": 0.959731543624161,
|
| 428 |
+
"wilson95_lower": 0.9738384762900977
|
| 429 |
}
|
| 430 |
},
|
| 431 |
"routing_counts_initial": {
|
| 432 |
"auto_accept_tp": 0,
|
| 433 |
"auto_accept_fp": 0,
|
| 434 |
+
"sllm_candidates": 155,
|
| 435 |
"discarded_candidates": 0
|
| 436 |
},
|
| 437 |
"routing_counts_future": {
|
| 438 |
+
"auto_accept_tp": 143,
|
| 439 |
"auto_accept_fp": 0,
|
| 440 |
+
"sllm_candidates": 12,
|
| 441 |
"discarded_candidates": 0,
|
| 442 |
"discarded_tp": 0,
|
| 443 |
"discarded_fp": 0
|
|
|
|
| 452 |
},
|
| 453 |
"CITY": {
|
| 454 |
"risk_tier": "medium",
|
| 455 |
+
"low": 0.84,
|
| 456 |
"high": 1.0,
|
| 457 |
"routing": {
|
| 458 |
"confidence_gte_high": "SLLM",
|
|
|
|
| 471 |
"raw_precision": 0.9802631578947368,
|
| 472 |
"raw_recall": 0.9933333333333333,
|
| 473 |
"raw_f1": 0.9867549668874172,
|
| 474 |
+
"tp_p01": 0.8406903600692749,
|
| 475 |
+
"tp_p05": 0.9489035844802857,
|
| 476 |
+
"fp_p95": 0.8427393794059753,
|
| 477 |
+
"fp_p99": 0.8552059245109558,
|
| 478 |
"tp_below_low": 2,
|
| 479 |
"tp_below_low_rate": 0.013422818791946308,
|
| 480 |
"fp_below_low": 2,
|
| 481 |
"auto_band": {
|
| 482 |
"tp": 146,
|
| 483 |
+
"fp": 0,
|
| 484 |
+
"precision": 1.0,
|
| 485 |
"coverage": 0.9798657718120806,
|
| 486 |
+
"wilson95_lower": 0.9743622598797664
|
| 487 |
}
|
| 488 |
},
|
| 489 |
"routing_counts_initial": {
|
|
|
|
| 494 |
},
|
| 495 |
"routing_counts_future": {
|
| 496 |
"auto_accept_tp": 146,
|
| 497 |
+
"auto_accept_fp": 0,
|
| 498 |
+
"sllm_candidates": 6,
|
| 499 |
"discarded_candidates": 0,
|
| 500 |
"discarded_tp": 0,
|
| 501 |
"discarded_fp": 0
|
|
|
|
| 523 |
"precision_target": 0.98,
|
| 524 |
"calibration": {
|
| 525 |
"gold": 100,
|
| 526 |
+
"tp": 99,
|
| 527 |
"fp": 2,
|
| 528 |
+
"fn": 1,
|
| 529 |
+
"raw_precision": 0.9801980198019802,
|
| 530 |
+
"raw_recall": 0.99,
|
| 531 |
+
"raw_f1": 0.9850746268656716,
|
| 532 |
+
"tp_p01": 0.9717840254306793,
|
| 533 |
+
"tp_p05": 0.9864128172397614,
|
| 534 |
+
"fp_p95": 0.46165389120578765,
|
| 535 |
+
"fp_p99": 0.46920298397541044,
|
| 536 |
+
"tp_below_low": 1,
|
| 537 |
+
"tp_below_low_rate": 0.010101010101010102,
|
| 538 |
"fp_below_low": 2,
|
| 539 |
"auto_band": {
|
| 540 |
"tp": 97,
|
| 541 |
"fp": 0,
|
| 542 |
"precision": 1.0,
|
| 543 |
+
"coverage": 0.9797979797979798,
|
| 544 |
"wilson95_lower": 0.9619046107955446
|
| 545 |
}
|
| 546 |
},
|
| 547 |
"routing_counts_initial": {
|
| 548 |
"auto_accept_tp": 0,
|
| 549 |
"auto_accept_fp": 0,
|
| 550 |
+
"sllm_candidates": 101,
|
| 551 |
"discarded_candidates": 0
|
| 552 |
},
|
| 553 |
"routing_counts_future": {
|
| 554 |
"auto_accept_tp": 97,
|
| 555 |
"auto_accept_fp": 0,
|
| 556 |
+
"sllm_candidates": 4,
|
| 557 |
"discarded_candidates": 0,
|
| 558 |
"discarded_tp": 0,
|
| 559 |
"discarded_fp": 0
|
|
|
|
| 581 |
"precision_target": 0.985,
|
| 582 |
"calibration": {
|
| 583 |
"gold": 100,
|
| 584 |
+
"tp": 94,
|
| 585 |
+
"fp": 55,
|
| 586 |
+
"fn": 6,
|
| 587 |
+
"raw_precision": 0.6308724832214765,
|
| 588 |
+
"raw_recall": 0.94,
|
| 589 |
+
"raw_f1": 0.7550200803212851,
|
| 590 |
+
"tp_p01": 0.5541346728801727,
|
| 591 |
+
"tp_p05": 0.673829996585846,
|
| 592 |
+
"fp_p95": 0.9832729935646057,
|
| 593 |
+
"fp_p99": 0.9893621695041657,
|
| 594 |
+
"tp_below_low": 2,
|
| 595 |
+
"tp_below_low_rate": 0.02127659574468085,
|
| 596 |
+
"fp_below_low": 11,
|
| 597 |
"auto_band": {
|
| 598 |
+
"tp": 43,
|
| 599 |
"fp": 0,
|
| 600 |
"precision": 1.0,
|
| 601 |
+
"coverage": 0.4574468085106383,
|
| 602 |
+
"wilson95_lower": 0.9179874299767727
|
| 603 |
}
|
| 604 |
},
|
| 605 |
"routing_counts_initial": {
|
|
|
|
| 609 |
"discarded_candidates": 0
|
| 610 |
},
|
| 611 |
"routing_counts_future": {
|
| 612 |
+
"auto_accept_tp": 43,
|
| 613 |
"auto_accept_fp": 0,
|
| 614 |
+
"sllm_candidates": 106,
|
| 615 |
"discarded_candidates": 0,
|
| 616 |
"discarded_tp": 0,
|
| 617 |
"discarded_fp": 0
|
|
|
|
| 645 |
"raw_precision": 1.0,
|
| 646 |
"raw_recall": 1.0,
|
| 647 |
"raw_f1": 1.0,
|
| 648 |
+
"tp_p01": 0.9912993973493576,
|
| 649 |
+
"tp_p05": 0.9992368340492248,
|
| 650 |
"fp_p95": null,
|
| 651 |
"fp_p99": null,
|
| 652 |
"tp_below_low": 0,
|
|
|
|
| 661 |
}
|
| 662 |
},
|
| 663 |
"routing_counts_initial": {
|
| 664 |
+
"auto_accept_tp": 96,
|
| 665 |
"auto_accept_fp": 0,
|
| 666 |
+
"sllm_candidates": 4,
|
| 667 |
"discarded_candidates": 0
|
| 668 |
},
|
| 669 |
"routing_counts_future": {
|
|
|
|
| 675 |
"discarded_fp": 0
|
| 676 |
},
|
| 677 |
"conservative_auto_band": {
|
| 678 |
+
"tp": 96,
|
| 679 |
"fp": 0,
|
| 680 |
"precision": 1.0,
|
| 681 |
+
"coverage": 0.96,
|
| 682 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 683 |
}
|
| 684 |
},
|
| 685 |
"EMPLOYEE_ID": {
|
| 686 |
"risk_tier": "medium",
|
| 687 |
+
"low": 0.85,
|
| 688 |
"high": 1.0,
|
| 689 |
"routing": {
|
| 690 |
"confidence_gte_high": "SLLM",
|
|
|
|
| 697 |
"precision_target": 0.985,
|
| 698 |
"calibration": {
|
| 699 |
"gold": 141,
|
| 700 |
+
"tp": 129,
|
| 701 |
+
"fp": 144,
|
| 702 |
+
"fn": 12,
|
| 703 |
+
"raw_precision": 0.4725274725274725,
|
| 704 |
+
"raw_recall": 0.9148936170212766,
|
| 705 |
+
"raw_f1": 0.6231884057971014,
|
| 706 |
+
"tp_p01": 0.8613667511940002,
|
| 707 |
+
"tp_p05": 0.966871702671051,
|
| 708 |
+
"fp_p95": 0.9300328224897384,
|
| 709 |
+
"fp_p99": 0.9805235266685486,
|
| 710 |
"tp_below_low": 2,
|
| 711 |
+
"tp_below_low_rate": 0.015503875968992248,
|
| 712 |
+
"fp_below_low": 129,
|
| 713 |
"auto_band": {
|
| 714 |
+
"tp": 112,
|
| 715 |
"fp": 1,
|
| 716 |
+
"precision": 0.9911504424778761,
|
| 717 |
+
"coverage": 0.8682170542635659,
|
| 718 |
+
"wilson95_lower": 0.9515679439394749
|
| 719 |
}
|
| 720 |
},
|
| 721 |
"routing_counts_initial": {
|
| 722 |
"auto_accept_tp": 0,
|
| 723 |
"auto_accept_fp": 0,
|
| 724 |
+
"sllm_candidates": 273,
|
| 725 |
"discarded_candidates": 0
|
| 726 |
},
|
| 727 |
"routing_counts_future": {
|
| 728 |
+
"auto_accept_tp": 112,
|
| 729 |
"auto_accept_fp": 1,
|
| 730 |
+
"sllm_candidates": 160,
|
| 731 |
"discarded_candidates": 0,
|
| 732 |
"discarded_tp": 0,
|
| 733 |
"discarded_fp": 0
|
|
|
|
| 761 |
"raw_precision": 0.591715976331361,
|
| 762 |
"raw_recall": 1.0,
|
| 763 |
"raw_f1": 0.7434944237918216,
|
| 764 |
+
"tp_p01": 0.997779933810234,
|
| 765 |
+
"tp_p05": 0.9981514066457748,
|
| 766 |
+
"fp_p95": 0.9962255835533143,
|
| 767 |
+
"fp_p99": 0.9973360109329223,
|
| 768 |
"tp_below_low": 0,
|
| 769 |
"tp_below_low_rate": 0.0,
|
| 770 |
+
"fp_below_low": 1,
|
| 771 |
"auto_band": {
|
| 772 |
+
"tp": 97,
|
| 773 |
"fp": 0,
|
| 774 |
"precision": 1.0,
|
| 775 |
+
"coverage": 0.97,
|
| 776 |
+
"wilson95_lower": 0.9619046107955446
|
| 777 |
}
|
| 778 |
},
|
| 779 |
"routing_counts_initial": {
|
|
|
|
| 783 |
"discarded_candidates": 0
|
| 784 |
},
|
| 785 |
"routing_counts_future": {
|
| 786 |
+
"auto_accept_tp": 97,
|
| 787 |
"auto_accept_fp": 0,
|
| 788 |
+
"sllm_candidates": 71,
|
| 789 |
+
"discarded_candidates": 1,
|
| 790 |
"discarded_tp": 0,
|
| 791 |
+
"discarded_fp": 1
|
| 792 |
},
|
| 793 |
"conservative_auto_band": {
|
| 794 |
"tp": 0,
|
|
|
|
| 814 |
"calibration": {
|
| 815 |
"gold": 100,
|
| 816 |
"tp": 100,
|
| 817 |
+
"fp": 70,
|
| 818 |
"fn": 0,
|
| 819 |
+
"raw_precision": 0.5882352941176471,
|
| 820 |
"raw_recall": 1.0,
|
| 821 |
+
"raw_f1": 0.7407407407407407,
|
| 822 |
+
"tp_p01": 0.9012879550457001,
|
| 823 |
+
"tp_p05": 0.9939749002456665,
|
| 824 |
+
"fp_p95": 0.999596643447876,
|
| 825 |
+
"fp_p99": 0.9996490907669067,
|
| 826 |
"tp_below_low": 1,
|
| 827 |
"tp_below_low_rate": 0.01,
|
| 828 |
+
"fp_below_low": 3,
|
| 829 |
"auto_band": {
|
| 830 |
"tp": 0,
|
| 831 |
"fp": 0,
|
|
|
|
| 837 |
"routing_counts_initial": {
|
| 838 |
"auto_accept_tp": 0,
|
| 839 |
"auto_accept_fp": 0,
|
| 840 |
+
"sllm_candidates": 170,
|
| 841 |
"discarded_candidates": 0
|
| 842 |
},
|
| 843 |
"routing_counts_future": {
|
| 844 |
"auto_accept_tp": 0,
|
| 845 |
"auto_accept_fp": 0,
|
| 846 |
"sllm_candidates": 166,
|
| 847 |
+
"discarded_candidates": 4,
|
| 848 |
"discarded_tp": 1,
|
| 849 |
+
"discarded_fp": 3
|
| 850 |
},
|
| 851 |
"conservative_auto_band": {
|
| 852 |
"tp": 0,
|
|
|
|
| 872 |
"calibration": {
|
| 873 |
"gold": 100,
|
| 874 |
"tp": 99,
|
| 875 |
+
"fp": 58,
|
| 876 |
"fn": 1,
|
| 877 |
+
"raw_precision": 0.6305732484076433,
|
| 878 |
"raw_recall": 0.99,
|
| 879 |
+
"raw_f1": 0.7704280155642024,
|
| 880 |
+
"tp_p01": 0.9597602045536041,
|
| 881 |
+
"tp_p05": 0.982790744304657,
|
| 882 |
+
"fp_p95": 0.9981081038713455,
|
| 883 |
+
"fp_p99": 0.9983216363191605,
|
| 884 |
"tp_below_low": 0,
|
| 885 |
"tp_below_low_rate": 0.0,
|
| 886 |
+
"fp_below_low": 38,
|
| 887 |
"auto_band": {
|
| 888 |
"tp": 0,
|
| 889 |
"fp": 0,
|
|
|
|
| 895 |
"routing_counts_initial": {
|
| 896 |
"auto_accept_tp": 0,
|
| 897 |
"auto_accept_fp": 0,
|
| 898 |
+
"sllm_candidates": 157,
|
| 899 |
"discarded_candidates": 0
|
| 900 |
},
|
| 901 |
"routing_counts_future": {
|
| 902 |
"auto_accept_tp": 0,
|
| 903 |
"auto_accept_fp": 0,
|
| 904 |
+
"sllm_candidates": 157,
|
| 905 |
"discarded_candidates": 0,
|
| 906 |
"discarded_tp": 0,
|
| 907 |
"discarded_fp": 0
|
|
|
|
| 930 |
"calibration": {
|
| 931 |
"gold": 100,
|
| 932 |
"tp": 99,
|
| 933 |
+
"fp": 58,
|
| 934 |
"fn": 1,
|
| 935 |
+
"raw_precision": 0.6305732484076433,
|
| 936 |
"raw_recall": 0.99,
|
| 937 |
+
"raw_f1": 0.7704280155642024,
|
| 938 |
+
"tp_p01": 0.9984672820568085,
|
| 939 |
+
"tp_p05": 0.9990727007389069,
|
| 940 |
+
"fp_p95": 0.9110401004552842,
|
| 941 |
+
"fp_p99": 0.9904469752311706,
|
| 942 |
"tp_below_low": 0,
|
| 943 |
"tp_below_low_rate": 0.0,
|
| 944 |
+
"fp_below_low": 52,
|
| 945 |
"auto_band": {
|
| 946 |
+
"tp": 94,
|
| 947 |
"fp": 1,
|
| 948 |
+
"precision": 0.9894736842105263,
|
| 949 |
+
"coverage": 0.9494949494949495,
|
| 950 |
+
"wilson95_lower": 0.9427599067633495
|
| 951 |
}
|
| 952 |
},
|
| 953 |
"routing_counts_initial": {
|
| 954 |
"auto_accept_tp": 0,
|
| 955 |
"auto_accept_fp": 0,
|
| 956 |
+
"sllm_candidates": 157,
|
| 957 |
"discarded_candidates": 0
|
| 958 |
},
|
| 959 |
"routing_counts_future": {
|
| 960 |
+
"auto_accept_tp": 94,
|
| 961 |
"auto_accept_fp": 1,
|
| 962 |
+
"sllm_candidates": 62,
|
| 963 |
"discarded_candidates": 0,
|
| 964 |
"discarded_tp": 0,
|
| 965 |
"discarded_fp": 0
|
|
|
|
| 987 |
"precision_target": 0.985,
|
| 988 |
"calibration": {
|
| 989 |
"gold": 142,
|
| 990 |
+
"tp": 129,
|
| 991 |
+
"fp": 25,
|
| 992 |
+
"fn": 13,
|
| 993 |
+
"raw_precision": 0.8376623376623377,
|
| 994 |
+
"raw_recall": 0.9084507042253521,
|
| 995 |
+
"raw_f1": 0.8716216216216216,
|
| 996 |
+
"tp_p01": 0.5225646281242371,
|
| 997 |
+
"tp_p05": 0.667635440826416,
|
| 998 |
+
"fp_p95": 0.7362570047378539,
|
| 999 |
+
"fp_p99": 0.767651801109314,
|
| 1000 |
+
"tp_below_low": 4,
|
| 1001 |
+
"tp_below_low_rate": 0.031007751937984496,
|
| 1002 |
+
"fp_below_low": 19,
|
| 1003 |
"auto_band": {
|
| 1004 |
+
"tp": 108,
|
| 1005 |
+
"fp": 0,
|
| 1006 |
+
"precision": 1.0,
|
| 1007 |
+
"coverage": 0.8372093023255814,
|
| 1008 |
+
"wilson95_lower": 0.9656514212958325
|
| 1009 |
}
|
| 1010 |
},
|
| 1011 |
"routing_counts_initial": {
|
| 1012 |
"auto_accept_tp": 0,
|
| 1013 |
"auto_accept_fp": 0,
|
| 1014 |
+
"sllm_candidates": 154,
|
| 1015 |
"discarded_candidates": 0
|
| 1016 |
},
|
| 1017 |
"routing_counts_future": {
|
| 1018 |
+
"auto_accept_tp": 108,
|
| 1019 |
+
"auto_accept_fp": 0,
|
| 1020 |
+
"sllm_candidates": 46,
|
| 1021 |
"discarded_candidates": 0,
|
| 1022 |
"discarded_tp": 0,
|
| 1023 |
"discarded_fp": 0
|
|
|
|
| 1045 |
"precision_target": 0.985,
|
| 1046 |
"calibration": {
|
| 1047 |
"gold": 150,
|
| 1048 |
+
"tp": 145,
|
| 1049 |
+
"fp": 41,
|
| 1050 |
+
"fn": 5,
|
| 1051 |
+
"raw_precision": 0.7795698924731183,
|
| 1052 |
+
"raw_recall": 0.9666666666666667,
|
| 1053 |
+
"raw_f1": 0.8630952380952382,
|
| 1054 |
+
"tp_p01": 0.9945324158668518,
|
| 1055 |
+
"tp_p05": 0.9993756294250488,
|
| 1056 |
+
"fp_p95": 0.9911686182022095,
|
| 1057 |
+
"fp_p99": 0.9998230695724487,
|
| 1058 |
+
"tp_below_low": 0,
|
| 1059 |
+
"tp_below_low_rate": 0.0,
|
| 1060 |
+
"fp_below_low": 31,
|
| 1061 |
"auto_band": {
|
| 1062 |
+
"tp": 142,
|
| 1063 |
"fp": 2,
|
| 1064 |
+
"precision": 0.9861111111111112,
|
| 1065 |
+
"coverage": 0.9793103448275862,
|
| 1066 |
+
"wilson95_lower": 0.9507765031823722
|
| 1067 |
}
|
| 1068 |
},
|
| 1069 |
"routing_counts_initial": {
|
| 1070 |
"auto_accept_tp": 0,
|
| 1071 |
"auto_accept_fp": 0,
|
| 1072 |
+
"sllm_candidates": 186,
|
| 1073 |
"discarded_candidates": 0
|
| 1074 |
},
|
| 1075 |
"routing_counts_future": {
|
| 1076 |
+
"auto_accept_tp": 142,
|
| 1077 |
"auto_accept_fp": 2,
|
| 1078 |
+
"sllm_candidates": 11,
|
| 1079 |
+
"discarded_candidates": 31,
|
| 1080 |
+
"discarded_tp": 0,
|
| 1081 |
+
"discarded_fp": 31
|
| 1082 |
},
|
| 1083 |
"conservative_auto_band": {
|
| 1084 |
"tp": 0,
|
|
|
|
| 1109 |
"raw_precision": 1.0,
|
| 1110 |
"raw_recall": 1.0,
|
| 1111 |
"raw_f1": 1.0,
|
| 1112 |
+
"tp_p01": 0.9452904033660889,
|
| 1113 |
+
"tp_p05": 0.9855882167816162,
|
| 1114 |
"fp_p95": null,
|
| 1115 |
"fp_p99": null,
|
| 1116 |
"tp_below_low": 0,
|
|
|
|
| 1125 |
}
|
| 1126 |
},
|
| 1127 |
"routing_counts_initial": {
|
| 1128 |
+
"auto_accept_tp": 55,
|
| 1129 |
"auto_accept_fp": 0,
|
| 1130 |
+
"sllm_candidates": 45,
|
| 1131 |
"discarded_candidates": 0
|
| 1132 |
},
|
| 1133 |
"routing_counts_future": {
|
|
|
|
| 1139 |
"discarded_fp": 0
|
| 1140 |
},
|
| 1141 |
"conservative_auto_band": {
|
| 1142 |
+
"tp": 55,
|
| 1143 |
"fp": 0,
|
| 1144 |
"precision": 1.0,
|
| 1145 |
+
"coverage": 0.55,
|
| 1146 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 1147 |
}
|
| 1148 |
},
|
|
|
|
| 1161 |
"precision_target": 0.985,
|
| 1162 |
"calibration": {
|
| 1163 |
"gold": 150,
|
| 1164 |
+
"tp": 108,
|
| 1165 |
+
"fp": 49,
|
| 1166 |
+
"fn": 42,
|
| 1167 |
+
"raw_precision": 0.6878980891719745,
|
| 1168 |
+
"raw_recall": 0.72,
|
| 1169 |
+
"raw_f1": 0.7035830618892508,
|
| 1170 |
+
"tp_p01": 0.3101186007261276,
|
| 1171 |
+
"tp_p05": 0.5216924011707306,
|
| 1172 |
+
"fp_p95": 0.9062089681625366,
|
| 1173 |
+
"fp_p99": 0.9348918509483337,
|
| 1174 |
+
"tp_below_low": 11,
|
| 1175 |
+
"tp_below_low_rate": 0.10185185185185185,
|
| 1176 |
+
"fp_below_low": 27,
|
| 1177 |
"auto_band": {
|
| 1178 |
+
"tp": 67,
|
| 1179 |
+
"fp": 1,
|
| 1180 |
+
"precision": 0.9852941176470589,
|
| 1181 |
+
"coverage": 0.6203703703703703,
|
| 1182 |
+
"wilson95_lower": 0.9212883963845385
|
| 1183 |
}
|
| 1184 |
},
|
| 1185 |
"routing_counts_initial": {
|
| 1186 |
"auto_accept_tp": 0,
|
| 1187 |
"auto_accept_fp": 0,
|
| 1188 |
+
"sllm_candidates": 157,
|
| 1189 |
"discarded_candidates": 0
|
| 1190 |
},
|
| 1191 |
"routing_counts_future": {
|
| 1192 |
+
"auto_accept_tp": 67,
|
| 1193 |
+
"auto_accept_fp": 1,
|
| 1194 |
+
"sllm_candidates": 89,
|
| 1195 |
"discarded_candidates": 0,
|
| 1196 |
"discarded_tp": 0,
|
| 1197 |
"discarded_fp": 0
|
|
|
|
| 1206 |
},
|
| 1207 |
"PARTICIPANT_ID": {
|
| 1208 |
"risk_tier": "medium",
|
| 1209 |
+
"low": 0.767,
|
| 1210 |
"high": 1.0,
|
| 1211 |
"routing": {
|
| 1212 |
"confidence_gte_high": "SLLM",
|
|
|
|
| 1220 |
"calibration": {
|
| 1221 |
"gold": 167,
|
| 1222 |
"tp": 167,
|
| 1223 |
+
"fp": 32,
|
| 1224 |
"fn": 0,
|
| 1225 |
+
"raw_precision": 0.8391959798994975,
|
| 1226 |
"raw_recall": 1.0,
|
| 1227 |
+
"raw_f1": 0.912568306010929,
|
| 1228 |
+
"tp_p01": 0.7675521767139435,
|
| 1229 |
+
"tp_p05": 0.9619539082050323,
|
| 1230 |
+
"fp_p95": 0.7085889995098114,
|
| 1231 |
+
"fp_p99": 0.8777799898386005,
|
| 1232 |
"tp_below_low": 2,
|
| 1233 |
"tp_below_low_rate": 0.011976047904191617,
|
| 1234 |
+
"fp_below_low": 31,
|
| 1235 |
"auto_band": {
|
| 1236 |
+
"tp": 163,
|
| 1237 |
"fp": 1,
|
| 1238 |
+
"precision": 0.9939024390243902,
|
| 1239 |
+
"coverage": 0.9760479041916168,
|
| 1240 |
+
"wilson95_lower": 0.96627290966789
|
| 1241 |
}
|
| 1242 |
},
|
| 1243 |
"routing_counts_initial": {
|
| 1244 |
"auto_accept_tp": 0,
|
| 1245 |
"auto_accept_fp": 0,
|
| 1246 |
+
"sllm_candidates": 199,
|
| 1247 |
"discarded_candidates": 0
|
| 1248 |
},
|
| 1249 |
"routing_counts_future": {
|
| 1250 |
+
"auto_accept_tp": 163,
|
| 1251 |
"auto_accept_fp": 1,
|
| 1252 |
+
"sllm_candidates": 35,
|
| 1253 |
"discarded_candidates": 0,
|
| 1254 |
"discarded_tp": 0,
|
| 1255 |
"discarded_fp": 0
|
|
|
|
| 1265 |
"PASSPORTNUM": {
|
| 1266 |
"risk_tier": "high",
|
| 1267 |
"low": 0.85,
|
| 1268 |
+
"high": 1.0,
|
| 1269 |
"routing": {
|
| 1270 |
+
"confidence_gte_high": "SLLM",
|
| 1271 |
"low_lte_confidence_lt_high": "SLLM",
|
| 1272 |
"confidence_lt_low_initial": "SLLM",
|
| 1273 |
"confidence_lt_low_future": "SLLM"
|
| 1274 |
},
|
| 1275 |
+
"auto_accept_enabled": false,
|
| 1276 |
"future_discard_below_low_allowed": false,
|
| 1277 |
"precision_target": 0.995,
|
| 1278 |
"calibration": {
|
| 1279 |
"gold": 100,
|
| 1280 |
"tp": 100,
|
| 1281 |
+
"fp": 1,
|
| 1282 |
"fn": 0,
|
| 1283 |
+
"raw_precision": 0.9900990099009901,
|
| 1284 |
"raw_recall": 1.0,
|
| 1285 |
+
"raw_f1": 0.9950248756218906,
|
| 1286 |
+
"tp_p01": 0.9489431154727936,
|
| 1287 |
+
"tp_p05": 0.9940242916345596,
|
| 1288 |
+
"fp_p95": 0.2736428380012512,
|
| 1289 |
+
"fp_p99": 0.2736428380012512,
|
| 1290 |
"tp_below_low": 0,
|
| 1291 |
"tp_below_low_rate": 0.0,
|
| 1292 |
+
"fp_below_low": 1,
|
| 1293 |
"auto_band": {
|
| 1294 |
"tp": 99,
|
| 1295 |
"fp": 0,
|
|
|
|
| 1299 |
}
|
| 1300 |
},
|
| 1301 |
"routing_counts_initial": {
|
| 1302 |
+
"auto_accept_tp": 0,
|
| 1303 |
"auto_accept_fp": 0,
|
| 1304 |
+
"sllm_candidates": 101,
|
| 1305 |
"discarded_candidates": 0
|
| 1306 |
},
|
| 1307 |
"routing_counts_future": {
|
| 1308 |
"auto_accept_tp": 99,
|
| 1309 |
"auto_accept_fp": 0,
|
| 1310 |
+
"sllm_candidates": 2,
|
| 1311 |
"discarded_candidates": 0,
|
| 1312 |
"discarded_tp": 0,
|
| 1313 |
"discarded_fp": 0
|
| 1314 |
},
|
| 1315 |
"conservative_auto_band": {
|
| 1316 |
+
"tp": 0,
|
| 1317 |
"fp": 0,
|
| 1318 |
+
"precision": null,
|
| 1319 |
+
"coverage": 0.0,
|
| 1320 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 1321 |
}
|
| 1322 |
},
|
|
|
|
| 1336 |
"calibration": {
|
| 1337 |
"gold": 100,
|
| 1338 |
"tp": 100,
|
| 1339 |
+
"fp": 36,
|
| 1340 |
"fn": 0,
|
| 1341 |
+
"raw_precision": 0.7352941176470589,
|
| 1342 |
"raw_recall": 1.0,
|
| 1343 |
+
"raw_f1": 0.8474576271186441,
|
| 1344 |
+
"tp_p01": 0.998772698044777,
|
| 1345 |
+
"tp_p05": 0.9992198914289475,
|
| 1346 |
+
"fp_p95": 0.999710351228714,
|
| 1347 |
+
"fp_p99": 0.9997318983078003,
|
| 1348 |
"tp_below_low": 0,
|
| 1349 |
"tp_below_low_rate": 0.0,
|
| 1350 |
+
"fp_below_low": 3,
|
| 1351 |
"auto_band": {
|
| 1352 |
"tp": 0,
|
| 1353 |
"fp": 0,
|
|
|
|
| 1359 |
"routing_counts_initial": {
|
| 1360 |
"auto_accept_tp": 0,
|
| 1361 |
"auto_accept_fp": 0,
|
| 1362 |
+
"sllm_candidates": 136,
|
| 1363 |
"discarded_candidates": 0
|
| 1364 |
},
|
| 1365 |
"routing_counts_future": {
|
| 1366 |
"auto_accept_tp": 0,
|
| 1367 |
"auto_accept_fp": 0,
|
| 1368 |
+
"sllm_candidates": 136,
|
| 1369 |
"discarded_candidates": 0,
|
| 1370 |
"discarded_tp": 0,
|
| 1371 |
"discarded_fp": 0
|
|
|
|
| 1394 |
"calibration": {
|
| 1395 |
"gold": 100,
|
| 1396 |
"tp": 99,
|
| 1397 |
+
"fp": 67,
|
| 1398 |
"fn": 1,
|
| 1399 |
+
"raw_precision": 0.5963855421686747,
|
| 1400 |
"raw_recall": 0.99,
|
| 1401 |
+
"raw_f1": 0.744360902255639,
|
| 1402 |
+
"tp_p01": 0.9948600542545318,
|
| 1403 |
+
"tp_p05": 0.9964091539382935,
|
| 1404 |
+
"fp_p95": 0.823778027296066,
|
| 1405 |
+
"fp_p99": 0.9691383326053622,
|
| 1406 |
"tp_below_low": 0,
|
| 1407 |
"tp_below_low_rate": 0.0,
|
| 1408 |
+
"fp_below_low": 63,
|
| 1409 |
"auto_band": {
|
| 1410 |
"tp": 98,
|
| 1411 |
"fp": 1,
|
|
|
|
| 1417 |
"routing_counts_initial": {
|
| 1418 |
"auto_accept_tp": 0,
|
| 1419 |
"auto_accept_fp": 0,
|
| 1420 |
+
"sllm_candidates": 166,
|
| 1421 |
"discarded_candidates": 0
|
| 1422 |
},
|
| 1423 |
"routing_counts_future": {
|
| 1424 |
"auto_accept_tp": 98,
|
| 1425 |
"auto_accept_fp": 1,
|
| 1426 |
+
"sllm_candidates": 67,
|
| 1427 |
"discarded_candidates": 0,
|
| 1428 |
"discarded_tp": 0,
|
| 1429 |
"discarded_fp": 0
|
|
|
|
| 1452 |
"calibration": {
|
| 1453 |
"gold": 100,
|
| 1454 |
"tp": 86,
|
| 1455 |
+
"fp": 2,
|
| 1456 |
"fn": 14,
|
| 1457 |
+
"raw_precision": 0.9772727272727273,
|
| 1458 |
"raw_recall": 0.86,
|
| 1459 |
+
"raw_f1": 0.9148936170212766,
|
| 1460 |
+
"tp_p01": 0.9803977280855178,
|
| 1461 |
+
"tp_p05": 0.995708242058754,
|
| 1462 |
+
"fp_p95": 0.759431891143322,
|
| 1463 |
+
"fp_p99": 0.7808207139372826,
|
| 1464 |
"tp_below_low": 0,
|
| 1465 |
"tp_below_low_rate": 0.0,
|
| 1466 |
+
"fp_below_low": 2,
|
| 1467 |
"auto_band": {
|
| 1468 |
"tp": 85,
|
| 1469 |
"fp": 0,
|
|
|
|
| 1475 |
"routing_counts_initial": {
|
| 1476 |
"auto_accept_tp": 0,
|
| 1477 |
"auto_accept_fp": 0,
|
| 1478 |
+
"sllm_candidates": 88,
|
| 1479 |
"discarded_candidates": 0
|
| 1480 |
},
|
| 1481 |
"routing_counts_future": {
|
| 1482 |
"auto_accept_tp": 85,
|
| 1483 |
"auto_accept_fp": 0,
|
| 1484 |
+
"sllm_candidates": 3,
|
| 1485 |
"discarded_candidates": 0,
|
| 1486 |
"discarded_tp": 0,
|
| 1487 |
"discarded_fp": 0
|
|
|
|
| 1509 |
"precision_target": 0.995,
|
| 1510 |
"calibration": {
|
| 1511 |
"gold": 150,
|
| 1512 |
+
"tp": 143,
|
| 1513 |
+
"fp": 38,
|
| 1514 |
+
"fn": 7,
|
| 1515 |
+
"raw_precision": 0.7900552486187845,
|
| 1516 |
+
"raw_recall": 0.9533333333333334,
|
| 1517 |
+
"raw_f1": 0.8640483383685801,
|
| 1518 |
+
"tp_p01": 0.5228946423530578,
|
| 1519 |
+
"tp_p05": 0.6324706554412842,
|
| 1520 |
+
"fp_p95": 0.9942778915166854,
|
| 1521 |
+
"fp_p99": 0.9948081791400909,
|
| 1522 |
+
"tp_below_low": 7,
|
| 1523 |
+
"tp_below_low_rate": 0.04895104895104895,
|
| 1524 |
+
"fp_below_low": 27,
|
| 1525 |
"auto_band": {
|
| 1526 |
+
"tp": 16,
|
| 1527 |
"fp": 0,
|
| 1528 |
"precision": 1.0,
|
| 1529 |
+
"coverage": 0.11188811188811189,
|
| 1530 |
+
"wilson95_lower": 0.8063865817272801
|
| 1531 |
}
|
| 1532 |
},
|
| 1533 |
"routing_counts_initial": {
|
| 1534 |
"auto_accept_tp": 0,
|
| 1535 |
"auto_accept_fp": 0,
|
| 1536 |
+
"sllm_candidates": 181,
|
| 1537 |
"discarded_candidates": 0
|
| 1538 |
},
|
| 1539 |
"routing_counts_future": {
|
| 1540 |
+
"auto_accept_tp": 16,
|
| 1541 |
"auto_accept_fp": 0,
|
| 1542 |
+
"sllm_candidates": 165,
|
| 1543 |
"discarded_candidates": 0,
|
| 1544 |
"discarded_tp": 0,
|
| 1545 |
"discarded_fp": 0
|
|
|
|
| 1560 |
"confidence_gte_high": "NER_ACCEPT",
|
| 1561 |
"low_lte_confidence_lt_high": "SLLM",
|
| 1562 |
"confidence_lt_low_initial": "SLLM",
|
| 1563 |
+
"confidence_lt_low_future": "DISCARD_ALLOWED"
|
| 1564 |
},
|
| 1565 |
"auto_accept_enabled": true,
|
| 1566 |
+
"future_discard_below_low_allowed": true,
|
| 1567 |
"precision_target": 0.985,
|
| 1568 |
"calibration": {
|
| 1569 |
"gold": 150,
|
|
|
|
| 1573 |
"raw_precision": 1.0,
|
| 1574 |
"raw_recall": 1.0,
|
| 1575 |
"raw_f1": 1.0,
|
| 1576 |
+
"tp_p01": 0.9522248715162278,
|
| 1577 |
+
"tp_p05": 0.9985177725553513,
|
| 1578 |
"fp_p95": null,
|
| 1579 |
"fp_p99": null,
|
| 1580 |
+
"tp_below_low": 1,
|
| 1581 |
+
"tp_below_low_rate": 0.006666666666666667,
|
| 1582 |
"fp_below_low": 0,
|
| 1583 |
"auto_band": {
|
| 1584 |
+
"tp": 148,
|
| 1585 |
"fp": 0,
|
| 1586 |
"precision": 1.0,
|
| 1587 |
+
"coverage": 0.9866666666666667,
|
| 1588 |
+
"wilson95_lower": 0.9746999504747053
|
| 1589 |
}
|
| 1590 |
},
|
| 1591 |
"routing_counts_initial": {
|
| 1592 |
+
"auto_accept_tp": 140,
|
| 1593 |
"auto_accept_fp": 0,
|
| 1594 |
+
"sllm_candidates": 10,
|
| 1595 |
"discarded_candidates": 0
|
| 1596 |
},
|
| 1597 |
"routing_counts_future": {
|
| 1598 |
+
"auto_accept_tp": 148,
|
| 1599 |
"auto_accept_fp": 0,
|
| 1600 |
+
"sllm_candidates": 1,
|
| 1601 |
+
"discarded_candidates": 1,
|
| 1602 |
+
"discarded_tp": 1,
|
| 1603 |
"discarded_fp": 0
|
| 1604 |
},
|
| 1605 |
"conservative_auto_band": {
|
| 1606 |
+
"tp": 140,
|
| 1607 |
"fp": 0,
|
| 1608 |
"precision": 1.0,
|
| 1609 |
+
"coverage": 0.9333333333333333,
|
| 1610 |
"rule": "V4 raw FP=0, V4 TP>=100, confidence>=0.999 TP>=10, confidence>=0.999 FP=0"
|
| 1611 |
}
|
| 1612 |
},
|
|
|
|
| 1626 |
"calibration": {
|
| 1627 |
"gold": 100,
|
| 1628 |
"tp": 98,
|
| 1629 |
+
"fp": 2,
|
| 1630 |
"fn": 2,
|
| 1631 |
+
"raw_precision": 0.98,
|
| 1632 |
"raw_recall": 0.98,
|
| 1633 |
+
"raw_f1": 0.98,
|
| 1634 |
+
"tp_p01": 0.9914001291990281,
|
| 1635 |
+
"tp_p05": 0.9963382810354233,
|
| 1636 |
+
"fp_p95": 0.687697473168373,
|
| 1637 |
+
"fp_p99": 0.6878114348649979,
|
| 1638 |
"tp_below_low": 0,
|
| 1639 |
"tp_below_low_rate": 0.0,
|
| 1640 |
+
"fp_below_low": 2,
|
| 1641 |
"auto_band": {
|
| 1642 |
"tp": 97,
|
| 1643 |
+
"fp": 0,
|
| 1644 |
+
"precision": 1.0,
|
| 1645 |
"coverage": 0.9897959183673469,
|
| 1646 |
+
"wilson95_lower": 0.9619046107955446
|
| 1647 |
}
|
| 1648 |
},
|
| 1649 |
"routing_counts_initial": {
|
| 1650 |
"auto_accept_tp": 0,
|
| 1651 |
"auto_accept_fp": 0,
|
| 1652 |
+
"sllm_candidates": 100,
|
| 1653 |
"discarded_candidates": 0
|
| 1654 |
},
|
| 1655 |
"routing_counts_future": {
|
| 1656 |
"auto_accept_tp": 97,
|
| 1657 |
+
"auto_accept_fp": 0,
|
| 1658 |
"sllm_candidates": 3,
|
| 1659 |
"discarded_candidates": 0,
|
| 1660 |
"discarded_tp": 0,
|
|
|
|
| 1683 |
"precision_target": 0.985,
|
| 1684 |
"calibration": {
|
| 1685 |
"gold": 150,
|
| 1686 |
+
"tp": 130,
|
| 1687 |
+
"fp": 33,
|
| 1688 |
+
"fn": 20,
|
| 1689 |
+
"raw_precision": 0.7975460122699386,
|
| 1690 |
+
"raw_recall": 0.8666666666666667,
|
| 1691 |
+
"raw_f1": 0.8306709265175719,
|
| 1692 |
+
"tp_p01": 0.5202785676717758,
|
| 1693 |
+
"tp_p05": 0.5842449188232421,
|
| 1694 |
+
"fp_p95": 0.9988666892051696,
|
| 1695 |
+
"fp_p99": 0.9989911603927613,
|
| 1696 |
"tp_below_low": 8,
|
| 1697 |
+
"tp_below_low_rate": 0.06153846153846154,
|
| 1698 |
+
"fp_below_low": 12,
|
| 1699 |
"auto_band": {
|
| 1700 |
"tp": 0,
|
| 1701 |
"fp": 0,
|
|
|
|
| 1728 |
},
|
| 1729 |
"VEHICLE_NUMBER": {
|
| 1730 |
"risk_tier": "low",
|
| 1731 |
+
"low": 0.85,
|
| 1732 |
"high": 1.0,
|
| 1733 |
"routing": {
|
| 1734 |
"confidence_gte_high": "SLLM",
|
|
|
|
| 1742 |
"calibration": {
|
| 1743 |
"gold": 100,
|
| 1744 |
"tp": 100,
|
| 1745 |
+
"fp": 14,
|
| 1746 |
"fn": 0,
|
| 1747 |
+
"raw_precision": 0.8771929824561403,
|
| 1748 |
"raw_recall": 1.0,
|
| 1749 |
+
"raw_f1": 0.9345794392523363,
|
| 1750 |
+
"tp_p01": 0.8903139638900757,
|
| 1751 |
+
"tp_p05": 0.9633320719003677,
|
| 1752 |
+
"fp_p95": 0.6182366847991942,
|
| 1753 |
+
"fp_p99": 0.6471676158905029,
|
| 1754 |
"tp_below_low": 1,
|
| 1755 |
"tp_below_low_rate": 0.01,
|
| 1756 |
+
"fp_below_low": 14,
|
| 1757 |
"auto_band": {
|
| 1758 |
+
"tp": 98,
|
| 1759 |
"fp": 0,
|
| 1760 |
"precision": 1.0,
|
| 1761 |
+
"coverage": 0.98,
|
| 1762 |
+
"wilson95_lower": 0.9622786759045421
|
| 1763 |
}
|
| 1764 |
},
|
| 1765 |
"routing_counts_initial": {
|
| 1766 |
"auto_accept_tp": 0,
|
| 1767 |
"auto_accept_fp": 0,
|
| 1768 |
+
"sllm_candidates": 114,
|
| 1769 |
"discarded_candidates": 0
|
| 1770 |
},
|
| 1771 |
"routing_counts_future": {
|
| 1772 |
+
"auto_accept_tp": 98,
|
| 1773 |
"auto_accept_fp": 0,
|
| 1774 |
+
"sllm_candidates": 1,
|
| 1775 |
+
"discarded_candidates": 15,
|
| 1776 |
"discarded_tp": 1,
|
| 1777 |
+
"discarded_fp": 14
|
| 1778 |
},
|
| 1779 |
"conservative_auto_band": {
|
| 1780 |
"tp": 0,
|
|
|
|
| 1805 |
"raw_precision": 0.5988023952095808,
|
| 1806 |
"raw_recall": 1.0,
|
| 1807 |
"raw_f1": 0.7490636704119851,
|
| 1808 |
+
"tp_p01": 0.9072790610790252,
|
| 1809 |
+
"tp_p05": 0.9640769720077514,
|
| 1810 |
+
"fp_p95": 0.9937423467636108,
|
| 1811 |
+
"fp_p99": 0.9955686962604522,
|
| 1812 |
"tp_below_low": 0,
|
| 1813 |
"tp_below_low_rate": 0.0,
|
| 1814 |
"fp_below_low": 0,
|
| 1815 |
"auto_band": {
|
| 1816 |
+
"tp": 0,
|
| 1817 |
"fp": 0,
|
| 1818 |
+
"precision": null,
|
| 1819 |
+
"coverage": 0.0,
|
| 1820 |
+
"wilson95_lower": null
|
| 1821 |
}
|
| 1822 |
},
|
| 1823 |
"routing_counts_initial": {
|
|
|
|
| 1827 |
"discarded_candidates": 0
|
| 1828 |
},
|
| 1829 |
"routing_counts_future": {
|
| 1830 |
+
"auto_accept_tp": 0,
|
| 1831 |
"auto_accept_fp": 0,
|
| 1832 |
+
"sllm_candidates": 167,
|
| 1833 |
"discarded_candidates": 0,
|
| 1834 |
"discarded_tp": 0,
|
| 1835 |
"discarded_fp": 0
|
|
|
|
| 1858 |
"calibration": {
|
| 1859 |
"gold": 150,
|
| 1860 |
"tp": 144,
|
| 1861 |
+
"fp": 15,
|
| 1862 |
"fn": 6,
|
| 1863 |
+
"raw_precision": 0.9056603773584906,
|
| 1864 |
"raw_recall": 0.96,
|
| 1865 |
+
"raw_f1": 0.9320388349514563,
|
| 1866 |
+
"tp_p01": 0.09967849016189576,
|
| 1867 |
+
"tp_p05": 0.2041497603058815,
|
| 1868 |
+
"fp_p95": 0.9814407646656036,
|
| 1869 |
+
"fp_p99": 0.9889926397800446,
|
| 1870 |
"tp_below_low": 32,
|
| 1871 |
"tp_below_low_rate": 0.2222222222222222,
|
| 1872 |
"fp_below_low": 5,
|
| 1873 |
"auto_band": {
|
| 1874 |
+
"tp": 36,
|
| 1875 |
"fp": 0,
|
| 1876 |
"precision": 1.0,
|
| 1877 |
+
"coverage": 0.25,
|
| 1878 |
+
"wilson95_lower": 0.9035781695514236
|
| 1879 |
}
|
| 1880 |
},
|
| 1881 |
"routing_counts_initial": {
|
| 1882 |
"auto_accept_tp": 0,
|
| 1883 |
"auto_accept_fp": 0,
|
| 1884 |
+
"sllm_candidates": 159,
|
| 1885 |
"discarded_candidates": 0
|
| 1886 |
},
|
| 1887 |
"routing_counts_future": {
|
| 1888 |
+
"auto_accept_tp": 36,
|
| 1889 |
"auto_accept_fp": 0,
|
| 1890 |
+
"sllm_candidates": 123,
|
| 1891 |
"discarded_candidates": 0,
|
| 1892 |
"discarded_tp": 0,
|
| 1893 |
"discarded_fp": 0
|
|
|
|
| 1902 |
},
|
| 1903 |
"ZIPCODE": {
|
| 1904 |
"risk_tier": "medium",
|
| 1905 |
+
"low": 0.85,
|
| 1906 |
"high": 1.0,
|
| 1907 |
"routing": {
|
| 1908 |
"confidence_gte_high": "SLLM",
|
|
|
|
| 1916 |
"calibration": {
|
| 1917 |
"gold": 100,
|
| 1918 |
"tp": 97,
|
| 1919 |
+
"fp": 35,
|
| 1920 |
"fn": 3,
|
| 1921 |
+
"raw_precision": 0.7348484848484849,
|
| 1922 |
"raw_recall": 0.97,
|
| 1923 |
+
"raw_f1": 0.8362068965517241,
|
| 1924 |
+
"tp_p01": 0.9186700534820557,
|
| 1925 |
+
"tp_p05": 0.9623782634735107,
|
| 1926 |
+
"fp_p95": 0.9835636913776398,
|
| 1927 |
+
"fp_p99": 0.9953167736530304,
|
| 1928 |
"tp_below_low": 1,
|
| 1929 |
"tp_below_low_rate": 0.010309278350515464,
|
| 1930 |
+
"fp_below_low": 24,
|
| 1931 |
"auto_band": {
|
| 1932 |
+
"tp": 68,
|
| 1933 |
"fp": 1,
|
| 1934 |
+
"precision": 0.9855072463768116,
|
| 1935 |
+
"coverage": 0.7010309278350515,
|
| 1936 |
+
"wilson95_lower": 0.9223669266494263
|
| 1937 |
}
|
| 1938 |
},
|
| 1939 |
"routing_counts_initial": {
|
| 1940 |
"auto_accept_tp": 0,
|
| 1941 |
"auto_accept_fp": 0,
|
| 1942 |
+
"sllm_candidates": 132,
|
| 1943 |
"discarded_candidates": 0
|
| 1944 |
},
|
| 1945 |
"routing_counts_future": {
|
| 1946 |
+
"auto_accept_tp": 68,
|
| 1947 |
"auto_accept_fp": 1,
|
| 1948 |
+
"sllm_candidates": 63,
|
| 1949 |
"discarded_candidates": 0,
|
| 1950 |
"discarded_tp": 0,
|
| 1951 |
"discarded_fp": 0
|
|
|
|
| 1960 |
}
|
| 1961 |
},
|
| 1962 |
"routing_totals_initial": {
|
| 1963 |
+
"auto_tp": 291,
|
| 1964 |
"auto_fp": 0,
|
| 1965 |
+
"sllm_candidates": 4663,
|
| 1966 |
"discarded_candidates": 0,
|
| 1967 |
+
"unrecovered_gold_fn": 174,
|
| 1968 |
"auto_precision": 1.0
|
| 1969 |
},
|
| 1970 |
"routing_totals_future": {
|
| 1971 |
+
"auto_tp": 2513,
|
| 1972 |
+
"auto_fp": 8,
|
| 1973 |
+
"sllm_candidates": 2348,
|
| 1974 |
+
"discarded_candidates": 85,
|
| 1975 |
+
"unrecovered_gold_fn": 174,
|
| 1976 |
+
"auto_precision": 0.9968266560888537
|
| 1977 |
},
|
| 1978 |
"auto_enabled_labels": [
|
| 1979 |
"EMAIL",
|
| 1980 |
"NATIONALITY",
|
|
|
|
| 1981 |
"SCHOOL"
|
| 1982 |
]
|
| 1983 |
}
|
training_config.json
CHANGED
|
@@ -2,18 +2,31 @@
|
|
| 2 |
"base_model": "KPF/KPF-bert-ner",
|
| 3 |
"dataset": "townboy/korean-pii-dataset",
|
| 4 |
"dataset_config": "bio",
|
| 5 |
-
"epochs": 1,
|
| 6 |
"batch_size": 4,
|
| 7 |
"validation_batch_size": 8,
|
| 8 |
"gradient_accumulation_steps": 8,
|
| 9 |
"effective_batch_size": 32,
|
| 10 |
-
"learning_rate": 2e-06,
|
| 11 |
"max_length": 512,
|
| 12 |
"early_stopping_patience": 1,
|
| 13 |
-
"seed": 20260818,
|
| 14 |
"loss": "standard_cross_entropy",
|
| 15 |
"class_weighted": false,
|
| 16 |
"train_rows": 9227,
|
| 17 |
"validation_rows": 1510,
|
| 18 |
-
"optimizer_steps_per_epoch": 289
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19 |
}
|
|
|
|
| 2 |
"base_model": "KPF/KPF-bert-ner",
|
| 3 |
"dataset": "townboy/korean-pii-dataset",
|
| 4 |
"dataset_config": "bio",
|
|
|
|
| 5 |
"batch_size": 4,
|
| 6 |
"validation_batch_size": 8,
|
| 7 |
"gradient_accumulation_steps": 8,
|
| 8 |
"effective_batch_size": 32,
|
|
|
|
| 9 |
"max_length": 512,
|
| 10 |
"early_stopping_patience": 1,
|
|
|
|
| 11 |
"loss": "standard_cross_entropy",
|
| 12 |
"class_weighted": false,
|
| 13 |
"train_rows": 9227,
|
| 14 |
"validation_rows": 1510,
|
| 15 |
+
"optimizer_steps_per_epoch": 289,
|
| 16 |
+
"final_refinement_stages": [
|
| 17 |
+
{
|
| 18 |
+
"purpose": "Korean RRN/alien-number counterfactual context learning",
|
| 19 |
+
"epochs": 1,
|
| 20 |
+
"learning_rate": 5e-06,
|
| 21 |
+
"seed": 20260824,
|
| 22 |
+
"corpus": "public corpus with counterfactual Korean-ID contexts"
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"purpose": "general-label rehearsal and stabilization",
|
| 26 |
+
"epochs": 1,
|
| 27 |
+
"learning_rate": 1e-06,
|
| 28 |
+
"seed": 20260825,
|
| 29 |
+
"corpus": "pre-counterfactual corpus snapshot"
|
| 30 |
+
}
|
| 31 |
+
]
|
| 32 |
}
|
training_history.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
[
|
| 2 |
{
|
| 3 |
"epoch": 1,
|
| 4 |
-
"train_loss": 0.
|
| 5 |
-
"peak_gpu_memory_mb":
|
| 6 |
-
"micro_precision": 0.
|
| 7 |
-
"micro_recall": 0.
|
| 8 |
-
"micro_f1": 0.
|
| 9 |
"per_label": {
|
| 10 |
"ACCOUNT_NUMBER": {
|
| 11 |
"precision": 1.0,
|
|
@@ -32,19 +32,19 @@
|
|
| 32 |
"fn": 1
|
| 33 |
},
|
| 34 |
"ALIEN_NUMBER": {
|
| 35 |
-
"precision":
|
| 36 |
-
"recall":
|
| 37 |
-
"f1": 0.
|
| 38 |
-
"tp":
|
| 39 |
-
"fp":
|
| 40 |
-
"fn":
|
| 41 |
},
|
| 42 |
"BIRTHDATE": {
|
| 43 |
-
"precision": 0.
|
| 44 |
"recall": 1.0,
|
| 45 |
-
"f1": 0.
|
| 46 |
"tp": 260,
|
| 47 |
-
"fp":
|
| 48 |
"fn": 0
|
| 49 |
},
|
| 50 |
"BLOOD_TYPE": {
|
|
@@ -72,12 +72,12 @@
|
|
| 72 |
"fn": 0
|
| 73 |
},
|
| 74 |
"DEPARTMENT": {
|
| 75 |
-
"precision":
|
| 76 |
-
"recall":
|
| 77 |
-
"f1":
|
| 78 |
-
"tp":
|
| 79 |
-
"fp":
|
| 80 |
-
"fn":
|
| 81 |
},
|
| 82 |
"DRIVER_LICENSE": {
|
| 83 |
"precision": 1.0,
|
|
@@ -128,12 +128,12 @@
|
|
| 128 |
"fn": 0
|
| 129 |
},
|
| 130 |
"MAJOR": {
|
| 131 |
-
"precision": 0.
|
| 132 |
-
"recall": 0.
|
| 133 |
-
"f1": 0.
|
| 134 |
-
"tp":
|
| 135 |
-
"fp":
|
| 136 |
-
"fn":
|
| 137 |
},
|
| 138 |
"MEMBER_ID": {
|
| 139 |
"precision": 1.0,
|
|
@@ -192,11 +192,11 @@
|
|
| 192 |
"fn": 0
|
| 193 |
},
|
| 194 |
"POSITION": {
|
| 195 |
-
"precision": 0.
|
| 196 |
"recall": 0.9975124378109452,
|
| 197 |
-
"f1": 0.
|
| 198 |
"tp": 802,
|
| 199 |
-
"fp":
|
| 200 |
"fn": 2
|
| 201 |
},
|
| 202 |
"RELIGION": {
|
|
@@ -208,12 +208,12 @@
|
|
| 208 |
"fn": 0
|
| 209 |
},
|
| 210 |
"RRN": {
|
| 211 |
-
"precision":
|
| 212 |
-
"recall":
|
| 213 |
-
"f1": 0.
|
| 214 |
-
"tp":
|
| 215 |
-
"fp":
|
| 216 |
-
"fn":
|
| 217 |
},
|
| 218 |
"SCHOOL": {
|
| 219 |
"precision": 1.0,
|
|
@@ -232,19 +232,19 @@
|
|
| 232 |
"fn": 0
|
| 233 |
},
|
| 234 |
"USER_ID": {
|
| 235 |
-
"precision": 0.
|
| 236 |
"recall": 1.0,
|
| 237 |
-
"f1": 0.
|
| 238 |
"tp": 34,
|
| 239 |
-
"fp":
|
| 240 |
"fn": 0
|
| 241 |
},
|
| 242 |
"VEHICLE_NUMBER": {
|
| 243 |
-
"precision":
|
| 244 |
"recall": 1.0,
|
| 245 |
-
"f1":
|
| 246 |
"tp": 35,
|
| 247 |
-
"fp":
|
| 248 |
"fn": 0
|
| 249 |
},
|
| 250 |
"WEIGHT": {
|
|
|
|
| 1 |
[
|
| 2 |
{
|
| 3 |
"epoch": 1,
|
| 4 |
+
"train_loss": 0.003366851370334628,
|
| 5 |
+
"peak_gpu_memory_mb": 2208.0,
|
| 6 |
+
"micro_precision": 0.9943534726143421,
|
| 7 |
+
"micro_recall": 0.9985823646158208,
|
| 8 |
+
"micro_f1": 0.9964634318856981,
|
| 9 |
"per_label": {
|
| 10 |
"ACCOUNT_NUMBER": {
|
| 11 |
"precision": 1.0,
|
|
|
|
| 32 |
"fn": 1
|
| 33 |
},
|
| 34 |
"ALIEN_NUMBER": {
|
| 35 |
+
"precision": 0.9523809523809523,
|
| 36 |
+
"recall": 1.0,
|
| 37 |
+
"f1": 0.975609756097561,
|
| 38 |
+
"tp": 20,
|
| 39 |
+
"fp": 1,
|
| 40 |
+
"fn": 0
|
| 41 |
},
|
| 42 |
"BIRTHDATE": {
|
| 43 |
+
"precision": 0.9923664122137404,
|
| 44 |
"recall": 1.0,
|
| 45 |
+
"f1": 0.9961685823754789,
|
| 46 |
"tp": 260,
|
| 47 |
+
"fp": 2,
|
| 48 |
"fn": 0
|
| 49 |
},
|
| 50 |
"BLOOD_TYPE": {
|
|
|
|
| 72 |
"fn": 0
|
| 73 |
},
|
| 74 |
"DEPARTMENT": {
|
| 75 |
+
"precision": 1.0,
|
| 76 |
+
"recall": 1.0,
|
| 77 |
+
"f1": 1.0,
|
| 78 |
+
"tp": 804,
|
| 79 |
+
"fp": 0,
|
| 80 |
+
"fn": 0
|
| 81 |
},
|
| 82 |
"DRIVER_LICENSE": {
|
| 83 |
"precision": 1.0,
|
|
|
|
| 128 |
"fn": 0
|
| 129 |
},
|
| 130 |
"MAJOR": {
|
| 131 |
+
"precision": 0.7241379310344828,
|
| 132 |
+
"recall": 0.875,
|
| 133 |
+
"f1": 0.7924528301886793,
|
| 134 |
+
"tp": 21,
|
| 135 |
+
"fp": 8,
|
| 136 |
+
"fn": 3
|
| 137 |
},
|
| 138 |
"MEMBER_ID": {
|
| 139 |
"precision": 1.0,
|
|
|
|
| 192 |
"fn": 0
|
| 193 |
},
|
| 194 |
"POSITION": {
|
| 195 |
+
"precision": 0.981640146878825,
|
| 196 |
"recall": 0.9975124378109452,
|
| 197 |
+
"f1": 0.9895126465144972,
|
| 198 |
"tp": 802,
|
| 199 |
+
"fp": 15,
|
| 200 |
"fn": 2
|
| 201 |
},
|
| 202 |
"RELIGION": {
|
|
|
|
| 208 |
"fn": 0
|
| 209 |
},
|
| 210 |
"RRN": {
|
| 211 |
+
"precision": 1.0,
|
| 212 |
+
"recall": 0.9787234042553191,
|
| 213 |
+
"f1": 0.989247311827957,
|
| 214 |
+
"tp": 46,
|
| 215 |
+
"fp": 0,
|
| 216 |
+
"fn": 1
|
| 217 |
},
|
| 218 |
"SCHOOL": {
|
| 219 |
"precision": 1.0,
|
|
|
|
| 232 |
"fn": 0
|
| 233 |
},
|
| 234 |
"USER_ID": {
|
| 235 |
+
"precision": 0.9444444444444444,
|
| 236 |
"recall": 1.0,
|
| 237 |
+
"f1": 0.9714285714285714,
|
| 238 |
"tp": 34,
|
| 239 |
+
"fp": 2,
|
| 240 |
"fn": 0
|
| 241 |
},
|
| 242 |
"VEHICLE_NUMBER": {
|
| 243 |
+
"precision": 0.9722222222222222,
|
| 244 |
"recall": 1.0,
|
| 245 |
+
"f1": 0.9859154929577464,
|
| 246 |
"tp": 35,
|
| 247 |
+
"fp": 1,
|
| 248 |
"fn": 0
|
| 249 |
},
|
| 250 |
"WEIGHT": {
|
training_provenance.json
CHANGED
|
@@ -10,19 +10,29 @@
|
|
| 10 |
"pii_types": 33,
|
| 11 |
"bio_labels": 67,
|
| 12 |
"maximum_sequence_length": 512,
|
| 13 |
-
"
|
| 14 |
-
"epochs": 1,
|
| 15 |
-
"learning_rate": 2e-06,
|
| 16 |
"effective_batch_size": 32,
|
| 17 |
"class_weighted_loss": false,
|
| 18 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19 |
},
|
| 20 |
"final_evaluation": {
|
| 21 |
"documents": 1320,
|
| 22 |
"positive_spans_per_label": 100,
|
| 23 |
"exact_character_span_matching": true,
|
| 24 |
-
"macro_f1": 0.
|
| 25 |
-
"micro_f1": 0.
|
| 26 |
},
|
| 27 |
"notes": "The final refinement used standard cross-entropy. The trained parameters are stored in model.safetensors; class weighting is a loss setting, not a separate required inference weight file."
|
| 28 |
}
|
|
|
|
| 10 |
"pii_types": 33,
|
| 11 |
"bio_labels": 67,
|
| 12 |
"maximum_sequence_length": 512,
|
| 13 |
+
"final_refinement": {
|
|
|
|
|
|
|
| 14 |
"effective_batch_size": 32,
|
| 15 |
"class_weighted_loss": false,
|
| 16 |
+
"stages": [
|
| 17 |
+
{
|
| 18 |
+
"purpose": "Korean-ID counterfactual learning",
|
| 19 |
+
"epochs": 1,
|
| 20 |
+
"learning_rate": 5e-06
|
| 21 |
+
},
|
| 22 |
+
{
|
| 23 |
+
"purpose": "general-label stabilization",
|
| 24 |
+
"epochs": 1,
|
| 25 |
+
"learning_rate": 1e-06
|
| 26 |
+
}
|
| 27 |
+
],
|
| 28 |
+
"validation_micro_f1": 0.9964634318856981
|
| 29 |
},
|
| 30 |
"final_evaluation": {
|
| 31 |
"documents": 1320,
|
| 32 |
"positive_spans_per_label": 100,
|
| 33 |
"exact_character_span_matching": true,
|
| 34 |
+
"macro_f1": 0.883369786048345,
|
| 35 |
+
"micro_f1": 0.8642728407042839
|
| 36 |
},
|
| 37 |
"notes": "The final refinement used standard cross-entropy. The trained parameters are stored in model.safetensors; class weighting is a loss setting, not a separate required inference weight file."
|
| 38 |
}
|