|
--- |
|
tags: |
|
- spacy |
|
- token-classification |
|
language: |
|
- it |
|
model-index: |
|
- name: nerIta_trf |
|
results: |
|
- task: |
|
name: NER |
|
type: token-classification |
|
metrics: |
|
- name: NER Precision |
|
type: precision |
|
value: 0.8990228013 |
|
- name: NER Recall |
|
type: recall |
|
value: 0.9019607843 |
|
- name: NER F Score |
|
type: f_score |
|
value: 0.9004893964 |
|
widget: |
|
- text: "Mi chiamo Sarah e vivo a Londra" |
|
- text: "Il Regolamento (UE) n. 1245/2020 modifica gli allegati I, II, IV e V del Regolamento cardine relativo ai MOCA in materiale plastico (Materiali e Oggetti destinati a venire in Contatto con prodotti Alimentari), ovvero il Regolamento (UE) n. 10/2011." |
|
--- |
|
| Feature | Description | |
|
| --- | --- | |
|
| **Name** | `nerIta_trf` | |
|
| **Version** | `0.0.0` | |
|
| **spaCy** | `>=3.2.1,<3.3.0` | |
|
| **Default Pipeline** | `transformer`, `ner` | |
|
| **Components** | `transformer`, `ner` | |
|
| **Based on transformer** | `bullmount/hseBert-it-cased` | |
|
| **Sources** | n/a | |
|
| **License** | n/a | |
|
| **Author** | [n/a]() | |
|
|
|
### Label Scheme |
|
|
|
<details> |
|
|
|
<summary>View label scheme (19 labels)</summary> |
|
|
|
Predicts 18 tags: |
|
|
|
| **tag** | **meaning** | |
|
|---------------------------------|-----------| |
|
| PER | People, including fictional. | |
|
| NORP | Nationalities or religious or political groups. | |
|
| ORG | Companies, agencies, institutions, etc. | |
|
| GPE | Countries, cities, states. | |
|
| LOC | Non-GPE locations, mountain ranges, bodies of water. | |
|
| DATE | Absolute or relative dates or periods. | |
|
| MONEY | Monetary values, including unit. | |
|
| FAC | Buildings, airports, highways, bridges, etc. | |
|
| PRODUCT | Objects, vehicles, foods, etc. (Not services.) | |
|
| EVENT | Named hurricanes, battles, wars, sports events, etc. | |
|
| WORK_OF_ART | Titles of books, songs, etc. | |
|
| LAW | Named documents made into laws. | |
|
| LANGUAGE | Any named language. | |
|
| TIME | Times smaller than a day. | |
|
| PERCENT | Percentage, including "%". | |
|
| QUANTITY | Measurements, as of weight or distance.| |
|
| ORDINAL | "first", "second", etc.| |
|
| CARDINAL | Numerals that do not fall under another type. | |
|
| MISC | other name | |
|
|
|
</details> |
|
|
|
### Accuracy |
|
|
|
| Type | Score | |
|
| --- | --- | |
|
| `ENTS_F` | 90.05 | |
|
| `ENTS_P` | 89.90 | |
|
| `ENTS_R` | 90.20 | |
|
| `TOK2VEC_LOSS` | 65769.53 | |
|
| `NER_LOSS` | 7865.95 | |
