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2.8 KiB
2.8 KiB
import { Help } from 'components/typography'; import Link from 'components/link'
| Pipeline | 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) |
95.5 | 98.3 | 89.4 | 1k | 8k |
en_core_web_lg (spaCy v3) |
92.2 | 97.4 | 85.4 | 7k | |
en_core_web_lg (spaCy v2) |
91.9 | 97.2 | 85.7 | 10k |
Full pipeline accuracy and speed on the OntoNotes 5.0 corpus (reported on the development set).
| Named Entity Recognition System | OntoNotes | CoNLL '03 |
|---|---|---|
| spaCy RoBERTa (2020) | 89.7 | 91.6 |
| spaCy CNN (2020) | 84.5 | 87.4 |
| Stanza (StanfordNLP)1 | 88.8 | 92.1 |
| Flair2 | 89.7 | 93.1 |
| BERT Base3 | - | 92.4 |
Named entity recognition accuracy on the
OntoNotes 5.0 and
CoNLL-2003 corpora. See
NLP-progress for
more results. Project template:
benchmarks/ner_conll03. **1. **
Qi et al. (2020). **2. **
Akbik et al. (2018). **3. **
Devlin et al. (2018).