mirror of https://github.com/explosion/spaCy.git
2.5 KiB
2.5 KiB
import { Help } from 'components/typography'; import Link from 'components/link'
| System | Parser | Tagger | NER | WPS CPU words per second on CPU, higher is better |
WPS GPU words per second on GPU, higher is better |
|---|---|---|---|---|---|
en_core_web_trf (spaCy v3) |
6k | ||||
en_core_web_lg (spaCy v3) |
|||||
en_core_web_lg (spaCy v2) |
91.9 | 97.2 | 85.9 | 10k |
Accuracy and speed on the OntoNotes 5.0 corpus.
| Named Entity Recognition Model | OntoNotes | CoNLL '03 |
|---|---|---|
| spaCy RoBERTa (2020) | ||
| spaCy CNN (2020) | ||
| spaCy CNN (2017) | 86.4 | |
| Stanza (StanfordNLP)1 | 88.8 | |
| Flair2 | 89.7 |
Named entity recognition accuracy on the OntoNotes 5.0 and CoNLL-2003 corpora. See NLP-progress for more results. **1. ** Qi et al. (2020). **2. ** Akbik et al. (2018)