Instructions to use rafmacalaba/gliner_datause with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- GLiNER
How to use rafmacalaba/gliner_datause with GLiNER:
from gliner import GLiNER model = GLiNER.from_pretrained("rafmacalaba/gliner_datause") text = "Cristiano Ronaldo dos Santos Aveiro was born on 5 February 1985 in Funchal, Madeira, Portugal." labels = ["person", "date", "location"] entities = model.predict_entities(text, labels) for entity in entities: print(entity["text"], "=>", entity["label"]) - Notebooks
- Google Colab
- Kaggle
Upload holdout_metrics.json with huggingface_hub
Browse files- holdout_metrics.json +144 -182
holdout_metrics.json
CHANGED
|
@@ -7,233 +7,195 @@
|
|
| 7 |
"rows": [
|
| 8 |
{
|
| 9 |
"thr": 0.1,
|
| 10 |
-
"tp":
|
| 11 |
-
"fp":
|
| 12 |
-
"fn":
|
| 13 |
-
"precision": 0.
|
| 14 |
-
"recall": 0.
|
| 15 |
-
"f05": 0.
|
| 16 |
-
"f1": 0.
|
| 17 |
},
|
| 18 |
{
|
| 19 |
"thr": 0.2,
|
| 20 |
-
"tp":
|
| 21 |
-
"fp":
|
| 22 |
-
"fn":
|
| 23 |
-
"precision": 0.
|
| 24 |
-
"recall": 0.
|
| 25 |
-
"f05": 0.
|
| 26 |
-
"f1": 0.
|
| 27 |
},
|
| 28 |
{
|
| 29 |
"thr": 0.3,
|
| 30 |
-
"tp":
|
| 31 |
-
"fp":
|
| 32 |
-
"fn":
|
| 33 |
-
"precision": 0.
|
| 34 |
-
"recall": 0.
|
| 35 |
-
"f05": 0.
|
| 36 |
-
"f1": 0.
|
| 37 |
},
|
| 38 |
{
|
| 39 |
"thr": 0.4,
|
| 40 |
-
"tp":
|
| 41 |
-
"fp":
|
| 42 |
-
"fn":
|
| 43 |
-
"precision": 0.
|
| 44 |
-
"recall": 0.
|
| 45 |
-
"f05": 0.
|
| 46 |
-
"f1": 0.
|
| 47 |
},
|
| 48 |
{
|
| 49 |
"thr": 0.5,
|
| 50 |
-
"tp":
|
| 51 |
-
"fp":
|
| 52 |
-
"fn":
|
| 53 |
-
"precision": 0.
|
| 54 |
-
"recall": 0.
|
| 55 |
-
"f05": 0.
|
| 56 |
-
"f1": 0.
|
| 57 |
},
|
| 58 |
{
|
| 59 |
"thr": 0.6,
|
| 60 |
-
"tp":
|
| 61 |
-
"fp":
|
| 62 |
-
"fn":
|
| 63 |
-
"precision": 0.
|
| 64 |
-
"recall": 0.
|
| 65 |
-
"f05": 0.
|
| 66 |
-
"f1": 0.
|
| 67 |
},
|
| 68 |
{
|
| 69 |
"thr": 0.7,
|
| 70 |
-
"tp":
|
| 71 |
-
"fp":
|
| 72 |
-
"fn":
|
| 73 |
-
"precision": 0.
|
| 74 |
-
"recall": 0.
|
| 75 |
-
"f05": 0.
|
| 76 |
-
"f1": 0.
|
| 77 |
}
|
| 78 |
],
|
| 79 |
"best_f05": {
|
| 80 |
"thr": 0.6,
|
| 81 |
-
"tp":
|
| 82 |
-
"fp":
|
| 83 |
-
"fn":
|
| 84 |
-
"precision": 0.
|
| 85 |
-
"recall": 0.
|
| 86 |
-
"f05": 0.
|
| 87 |
-
"f1": 0.
|
| 88 |
},
|
| 89 |
"best_f1": {
|
| 90 |
"thr": 0.5,
|
| 91 |
-
"tp":
|
| 92 |
-
"fp":
|
| 93 |
-
"fn":
|
| 94 |
-
"precision": 0.
|
| 95 |
-
"recall": 0.
|
| 96 |
-
"f05": 0.
|
| 97 |
-
"f1": 0.
|
| 98 |
},
|
| 99 |
"corpus": "all",
|
| 100 |
"breakdown": {
|
| 101 |
"overall": {
|
| 102 |
"thr": 0.6,
|
| 103 |
-
"tp":
|
| 104 |
-
"fp":
|
| 105 |
-
"fn":
|
| 106 |
-
"precision": 0.
|
| 107 |
-
"recall": 0.
|
| 108 |
-
"f05": 0.
|
| 109 |
-
"f1": 0.
|
| 110 |
-
"examples":
|
| 111 |
-
"spans":
|
| 112 |
},
|
| 113 |
"corpus": {
|
| 114 |
-
"fcv": {
|
| 115 |
-
"thr": 0.6,
|
| 116 |
-
"tp": 8598,
|
| 117 |
-
"fp": 1103,
|
| 118 |
-
"fn": 789,
|
| 119 |
-
"precision": 0.8863003814039789,
|
| 120 |
-
"recall": 0.9159475870885266,
|
| 121 |
-
"f05": 0.8920752837666783,
|
| 122 |
-
"f1": 0.9008801341156747,
|
| 123 |
-
"examples": 9521,
|
| 124 |
-
"spans": 9693
|
| 125 |
-
},
|
| 126 |
"prwp": {
|
| 127 |
"thr": 0.6,
|
| 128 |
-
"tp":
|
| 129 |
-
"fp":
|
| 130 |
-
"fn":
|
| 131 |
-
"precision": 0.
|
| 132 |
-
"recall": 0.
|
| 133 |
-
"f05": 0.
|
| 134 |
-
"f1": 0.
|
| 135 |
-
"examples":
|
| 136 |
-
"spans":
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 137 |
}
|
| 138 |
},
|
| 139 |
"origin": {
|
| 140 |
-
"fcv_pads_east_africa": {
|
| 141 |
-
"thr": 0.6,
|
| 142 |
-
"tp": 6003,
|
| 143 |
-
"fp": 674,
|
| 144 |
-
"fn": 553,
|
| 145 |
-
"precision": 0.8990564624831511,
|
| 146 |
-
"recall": 0.9156497864551556,
|
| 147 |
-
"f05": 0.9023268398268397,
|
| 148 |
-
"f1": 0.9072772613919747,
|
| 149 |
-
"examples": 6794,
|
| 150 |
-
"spans": 6784
|
| 151 |
-
},
|
| 152 |
-
"reliefweb": {
|
| 153 |
-
"thr": 0.7,
|
| 154 |
-
"tp": 1479,
|
| 155 |
-
"fp": 179,
|
| 156 |
-
"fn": 433,
|
| 157 |
-
"precision": 0.8920386007237636,
|
| 158 |
-
"recall": 0.7735355648535565,
|
| 159 |
-
"f05": 0.8655196629213484,
|
| 160 |
-
"f1": 0.8285714285714285,
|
| 161 |
-
"examples": 1882,
|
| 162 |
-
"spans": 1962
|
| 163 |
-
},
|
| 164 |
"general_prwp": {
|
| 165 |
"thr": 0.6,
|
| 166 |
-
"tp":
|
| 167 |
-
"fp":
|
| 168 |
-
"fn":
|
| 169 |
-
"precision": 0.
|
| 170 |
-
"recall": 0.
|
| 171 |
-
"f05": 0.
|
| 172 |
-
"f1": 0.
|
| 173 |
-
"examples":
|
| 174 |
-
"spans":
|
| 175 |
},
|
| 176 |
-
"
|
| 177 |
"thr": 0.5,
|
| 178 |
-
"tp":
|
| 179 |
-
"fp":
|
| 180 |
-
"fn":
|
| 181 |
-
"precision": 0.
|
| 182 |
-
"recall":
|
| 183 |
-
"f05": 0.
|
| 184 |
-
"f1": 0.
|
| 185 |
-
"examples":
|
| 186 |
-
"spans":
|
| 187 |
},
|
| 188 |
-
"
|
| 189 |
-
"thr": 0.
|
| 190 |
-
"tp":
|
| 191 |
-
"fp":
|
| 192 |
-
"fn":
|
| 193 |
-
"precision": 0.
|
| 194 |
-
"recall":
|
| 195 |
-
"f05": 0.
|
| 196 |
-
"f1": 0.
|
| 197 |
-
"examples":
|
| 198 |
-
"spans":
|
| 199 |
-
}
|
| 200 |
-
},
|
| 201 |
-
"label": {
|
| 202 |
-
"NAMED_DATA": {
|
| 203 |
-
"thr": 0.7,
|
| 204 |
-
"tp": 6187,
|
| 205 |
-
"fp": 998,
|
| 206 |
-
"fn": 2276,
|
| 207 |
-
"precision": 0.8610995128740432,
|
| 208 |
-
"recall": 0.7310646342904408,
|
| 209 |
-
"f05": 0.8315189635244471,
|
| 210 |
-
"f1": 0.7907719836400818,
|
| 211 |
-
"examples": 18709,
|
| 212 |
-
"spans": 8571
|
| 213 |
},
|
| 214 |
-
"
|
| 215 |
-
"thr": 0.
|
| 216 |
-
"tp":
|
| 217 |
-
"fp":
|
| 218 |
-
"fn":
|
| 219 |
-
"precision": 0.
|
| 220 |
-
"recall":
|
| 221 |
-
"f05": 0.
|
| 222 |
-
"f1": 0.
|
| 223 |
-
"examples":
|
| 224 |
-
"spans":
|
| 225 |
},
|
| 226 |
-
"
|
| 227 |
"thr": 0.6,
|
| 228 |
-
"tp":
|
| 229 |
-
"fp":
|
| 230 |
-
"fn":
|
| 231 |
-
"precision": 0.
|
| 232 |
-
"recall": 0.
|
| 233 |
-
"f05": 0.
|
| 234 |
-
"f1": 0.
|
| 235 |
-
"examples":
|
| 236 |
-
"spans":
|
| 237 |
}
|
| 238 |
}
|
| 239 |
}
|
|
|
|
| 7 |
"rows": [
|
| 8 |
{
|
| 9 |
"thr": 0.1,
|
| 10 |
+
"tp": 16046,
|
| 11 |
+
"fp": 9301,
|
| 12 |
+
"fn": 123,
|
| 13 |
+
"precision": 0.6330532212885154,
|
| 14 |
+
"recall": 0.9923928505164203,
|
| 15 |
+
"f05": 0.6824774364776236,
|
| 16 |
+
"f1": 0.7730031794970613
|
| 17 |
},
|
| 18 |
{
|
| 19 |
"thr": 0.2,
|
| 20 |
+
"tp": 16016,
|
| 21 |
+
"fp": 6724,
|
| 22 |
+
"fn": 153,
|
| 23 |
+
"precision": 0.7043095866314864,
|
| 24 |
+
"recall": 0.9905374482033521,
|
| 25 |
+
"f05": 0.7475100112947941,
|
| 26 |
+
"f1": 0.8232542599398597
|
| 27 |
},
|
| 28 |
{
|
| 29 |
"thr": 0.3,
|
| 30 |
+
"tp": 15971,
|
| 31 |
+
"fp": 5288,
|
| 32 |
+
"fn": 198,
|
| 33 |
+
"precision": 0.7512582906063314,
|
| 34 |
+
"recall": 0.9877543447337498,
|
| 35 |
+
"f05": 0.7890420433773034,
|
| 36 |
+
"f1": 0.853425243133483
|
| 37 |
},
|
| 38 |
{
|
| 39 |
"thr": 0.4,
|
| 40 |
+
"tp": 15895,
|
| 41 |
+
"fp": 4053,
|
| 42 |
+
"fn": 274,
|
| 43 |
+
"precision": 0.7968217365149388,
|
| 44 |
+
"recall": 0.9830539922073103,
|
| 45 |
+
"f05": 0.8282010400058358,
|
| 46 |
+
"f1": 0.8801949220588643
|
| 47 |
},
|
| 48 |
{
|
| 49 |
"thr": 0.5,
|
| 50 |
+
"tp": 15694,
|
| 51 |
+
"fp": 2871,
|
| 52 |
+
"fn": 475,
|
| 53 |
+
"precision": 0.8453541610557501,
|
| 54 |
+
"recall": 0.9706227967097533,
|
| 55 |
+
"f05": 0.8677526014884606,
|
| 56 |
+
"f1": 0.9036678758565095
|
| 57 |
},
|
| 58 |
{
|
| 59 |
"thr": 0.6,
|
| 60 |
+
"tp": 14185,
|
| 61 |
+
"fp": 1753,
|
| 62 |
+
"fn": 1984,
|
| 63 |
+
"precision": 0.8900112937633329,
|
| 64 |
+
"recall": 0.8772960603624219,
|
| 65 |
+
"f05": 0.8874388458602871,
|
| 66 |
+
"f1": 0.88360793596412
|
| 67 |
},
|
| 68 |
{
|
| 69 |
"thr": 0.7,
|
| 70 |
+
"tp": 11161,
|
| 71 |
+
"fp": 827,
|
| 72 |
+
"fn": 5008,
|
| 73 |
+
"precision": 0.9310143476810143,
|
| 74 |
+
"recall": 0.6902715072051456,
|
| 75 |
+
"f05": 0.8703076995056221,
|
| 76 |
+
"f1": 0.7927691160279859
|
| 77 |
}
|
| 78 |
],
|
| 79 |
"best_f05": {
|
| 80 |
"thr": 0.6,
|
| 81 |
+
"tp": 14185,
|
| 82 |
+
"fp": 1753,
|
| 83 |
+
"fn": 1984,
|
| 84 |
+
"precision": 0.8900112937633329,
|
| 85 |
+
"recall": 0.8772960603624219,
|
| 86 |
+
"f05": 0.8874388458602871,
|
| 87 |
+
"f1": 0.88360793596412
|
| 88 |
},
|
| 89 |
"best_f1": {
|
| 90 |
"thr": 0.5,
|
| 91 |
+
"tp": 15694,
|
| 92 |
+
"fp": 2871,
|
| 93 |
+
"fn": 475,
|
| 94 |
+
"precision": 0.8453541610557501,
|
| 95 |
+
"recall": 0.9706227967097533,
|
| 96 |
+
"f05": 0.8677526014884606,
|
| 97 |
+
"f1": 0.9036678758565095
|
| 98 |
},
|
| 99 |
"corpus": "all",
|
| 100 |
"breakdown": {
|
| 101 |
"overall": {
|
| 102 |
"thr": 0.6,
|
| 103 |
+
"tp": 14185,
|
| 104 |
+
"fp": 1753,
|
| 105 |
+
"fn": 1984,
|
| 106 |
+
"precision": 0.8900112937633329,
|
| 107 |
+
"recall": 0.8772960603624219,
|
| 108 |
+
"f05": 0.8874388458602871,
|
| 109 |
+
"f1": 0.88360793596412,
|
| 110 |
+
"examples": 12531,
|
| 111 |
+
"spans": 16417
|
| 112 |
},
|
| 113 |
"corpus": {
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 114 |
"prwp": {
|
| 115 |
"thr": 0.6,
|
| 116 |
+
"tp": 10988,
|
| 117 |
+
"fp": 1377,
|
| 118 |
+
"fn": 1310,
|
| 119 |
+
"precision": 0.8886372826526486,
|
| 120 |
+
"recall": 0.893478614408847,
|
| 121 |
+
"f05": 0.8896013471938858,
|
| 122 |
+
"f1": 0.8910513725013177,
|
| 123 |
+
"examples": 9079,
|
| 124 |
+
"spans": 12380
|
| 125 |
+
},
|
| 126 |
+
"fcv": {
|
| 127 |
+
"thr": 0.5,
|
| 128 |
+
"tp": 3871,
|
| 129 |
+
"fp": 594,
|
| 130 |
+
"fn": 0,
|
| 131 |
+
"precision": 0.8669652855543113,
|
| 132 |
+
"recall": 1.0,
|
| 133 |
+
"f05": 0.8906631080023929,
|
| 134 |
+
"f1": 0.9287428023032629,
|
| 135 |
+
"examples": 3452,
|
| 136 |
+
"spans": 4037
|
| 137 |
}
|
| 138 |
},
|
| 139 |
"origin": {
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 140 |
"general_prwp": {
|
| 141 |
"thr": 0.6,
|
| 142 |
+
"tp": 10988,
|
| 143 |
+
"fp": 1377,
|
| 144 |
+
"fn": 1310,
|
| 145 |
+
"precision": 0.8886372826526486,
|
| 146 |
+
"recall": 0.893478614408847,
|
| 147 |
+
"f05": 0.8896013471938858,
|
| 148 |
+
"f1": 0.8910513725013177,
|
| 149 |
+
"examples": 9079,
|
| 150 |
+
"spans": 12380
|
| 151 |
},
|
| 152 |
+
"fcv_pads_east_asia": {
|
| 153 |
"thr": 0.5,
|
| 154 |
+
"tp": 838,
|
| 155 |
+
"fp": 106,
|
| 156 |
+
"fn": 0,
|
| 157 |
+
"precision": 0.8877118644067796,
|
| 158 |
+
"recall": 1.0,
|
| 159 |
+
"f05": 0.9081057650628521,
|
| 160 |
+
"f1": 0.9405162738496071,
|
| 161 |
+
"examples": 784,
|
| 162 |
+
"spans": 863
|
| 163 |
},
|
| 164 |
+
"reliefweb": {
|
| 165 |
+
"thr": 0.5,
|
| 166 |
+
"tp": 2004,
|
| 167 |
+
"fp": 306,
|
| 168 |
+
"fn": 0,
|
| 169 |
+
"precision": 0.8675324675324675,
|
| 170 |
+
"recall": 1.0,
|
| 171 |
+
"f05": 0.8911419423692635,
|
| 172 |
+
"f1": 0.929068150208623,
|
| 173 |
+
"examples": 1702,
|
| 174 |
+
"spans": 2121
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 175 |
},
|
| 176 |
+
"refugee_pads": {
|
| 177 |
+
"thr": 0.5,
|
| 178 |
+
"tp": 856,
|
| 179 |
+
"fp": 154,
|
| 180 |
+
"fn": 0,
|
| 181 |
+
"precision": 0.8475247524752475,
|
| 182 |
+
"recall": 1.0,
|
| 183 |
+
"f05": 0.8741830065359478,
|
| 184 |
+
"f1": 0.917470525187567,
|
| 185 |
+
"examples": 803,
|
| 186 |
+
"spans": 875
|
| 187 |
},
|
| 188 |
+
"jdc_operational": {
|
| 189 |
"thr": 0.6,
|
| 190 |
+
"tp": 148,
|
| 191 |
+
"fp": 13,
|
| 192 |
+
"fn": 25,
|
| 193 |
+
"precision": 0.9192546583850931,
|
| 194 |
+
"recall": 0.8554913294797688,
|
| 195 |
+
"f05": 0.905752753977968,
|
| 196 |
+
"f1": 0.8862275449101796,
|
| 197 |
+
"examples": 163,
|
| 198 |
+
"spans": 178
|
| 199 |
}
|
| 200 |
}
|
| 201 |
}
|