Instructions to use ai4data/gliner_datause with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- GLiNER
How to use ai4data/gliner_datause with GLiNER:
from gliner import GLiNER model = GLiNER.from_pretrained("ai4data/gliner_datause") - Notebooks
- Google Colab
- Kaggle
| { | |
| "labels": [ | |
| "NAMED_DATA", | |
| "DESCRIPTIVE_DATA", | |
| "VAGUE_DATA" | |
| ], | |
| "rows": [ | |
| { | |
| "thr": 0.1, | |
| "tp": 12275, | |
| "fp": 8853, | |
| "fn": 289, | |
| "precision": 0.5809825823551685, | |
| "recall": 0.9769977714103789, | |
| "f05": 0.6322365981293008, | |
| "f1": 0.7286596224623055 | |
| }, | |
| { | |
| "thr": 0.2, | |
| "tp": 12153, | |
| "fp": 6445, | |
| "fn": 411, | |
| "precision": 0.6534573610065598, | |
| "recall": 0.9672874880611271, | |
| "f05": 0.6988016928101568, | |
| "f1": 0.7799884474680701 | |
| }, | |
| { | |
| "thr": 0.3, | |
| "tp": 12013, | |
| "fp": 5218, | |
| "fn": 551, | |
| "precision": 0.6971736985665371, | |
| "recall": 0.9561445399554283, | |
| "f05": 0.7371023954447281, | |
| "f1": 0.8063769088773284 | |
| }, | |
| { | |
| "thr": 0.4, | |
| "tp": 11844, | |
| "fp": 4143, | |
| "fn": 720, | |
| "precision": 0.74085194220304, | |
| "recall": 0.9426934097421203, | |
| "f05": 0.7739962358845672, | |
| "f1": 0.8296732163496902 | |
| }, | |
| { | |
| "thr": 0.5, | |
| "tp": 11489, | |
| "fp": 3002, | |
| "fn": 1075, | |
| "precision": 0.7928369332689256, | |
| "recall": 0.9144380770455269, | |
| "f05": 0.8144992059891107, | |
| "f1": 0.849306967288856 | |
| }, | |
| { | |
| "thr": 0.6, | |
| "tp": 10542, | |
| "fp": 1935, | |
| "fn": 2022, | |
| "precision": 0.8449146429430151, | |
| "recall": 0.8390639923591213, | |
| "f05": 0.8437379946215905, | |
| "f1": 0.8419791541871331 | |
| }, | |
| { | |
| "thr": 0.7, | |
| "tp": 8396, | |
| "fp": 940, | |
| "fn": 4168, | |
| "precision": 0.8993144815766924, | |
| "recall": 0.6682585163960522, | |
| "f05": 0.8411477117896929, | |
| "f1": 0.7667579908675798 | |
| } | |
| ], | |
| "best_f05": { | |
| "thr": 0.6, | |
| "tp": 10542, | |
| "fp": 1935, | |
| "fn": 2022, | |
| "precision": 0.8449146429430151, | |
| "recall": 0.8390639923591213, | |
| "f05": 0.8437379946215905, | |
| "f1": 0.8419791541871331 | |
| }, | |
| "best_f1": { | |
| "thr": 0.5, | |
| "tp": 11489, | |
| "fp": 3002, | |
| "fn": 1075, | |
| "precision": 0.7928369332689256, | |
| "recall": 0.9144380770455269, | |
| "f05": 0.8144992059891107, | |
| "f1": 0.849306967288856 | |
| } | |
| } |