1,011 models · refreshed nightly

Token classification models

Every model in the catalog with its licence, estimated VRAM and daily-tracked downloads. Filters update the URL — share any view.

All text-generation 400 text-to-image 150 ASR 89 image-text-to-text 82 sentence-similarity 55 feature-extraction 47 translation 44 text-classification 39 image-classification 32 token-classification 22 text-to-speech 16 audio-classification 12 image-segmentation 8 object-detection 8 summarization 7

Any RTX 3060 · 12 GB RTX 4070 · 16 GB RTX 4090 · 24 GB 2 × 24 GB Mac M3 · 24 GB Mac M4 Max · 64 GB

22 models

#	Model	Params	Context	Commercial use	30d	Min VRAM
01	indonesian-roberta-base-posp-tagger w11wo · token-classification	120 M	512	✓ mit	3.1 M	from 1.1 GB
02	stanford-deidentifier-base StanfordAIMI · token-classification	—	512	✓ mit	1.9 M	—
03	bert-base-NER dslim · token-classification	110 M	512	✓ mit	1.3 M	from 1.0 GB
04	punctuate-all kredor · token-classification	—	512	✓ mit	708 K	—
05	bert-large-cased-finetuned-conll03-english dbmdz · token-classification	330 M	512	unknown	699 K	from 2.0 GB
06	sat-3l-sm segment-any-text · token-classification	210 M	514	✓ mit	558 K	from 1.5 GB
07	ner-english-fast flair · token-classification	—	—	unknown	543 K	—
08	privacy-filter openai · token-classification	1.4 B	131 K	✓ apache-2.0	536 K	from 6.9 GB
09	fullstop-punctuation-multilang-large oliverguhr · token-classification	560 M	512	✓ mit	511 K	from 3.0 GB
10	llmlingua-2-bert-base-multilingual-cased-meetingbank microsoft · token-classification	180 M	512	✓ apache-2.0	493 K	from 1.3 GB
11	bert-portuguese-ner lfcc · token-classification	—	512	✓ mit	452 K	—
12	deid_roberta_i2b2 obi · token-classification	350 M	512	✓ mit	423 K	from 2.1 GB
13	bert-small-pii-detection gravitee-io · token-classification	30 M	512	✓ apache-2.0	416 K	from 0.6 GB
14	xlm-roberta-base-ner-hrl Davlan · token-classification	280 M	512	✓ afl-3.0	307 K	from 1.8 GB
15	wikineural-multilingual-ner Babelscape · token-classification	180 M	512	✗ cc-by-nc-sa-4.0	273 K	from 1.3 GB
16	bert-base-multilingual-cased-ner-hrl Davlan · token-classification	180 M	512	✓ afl-3.0	253 K	from 1.3 GB
17	span-marker-bert-base-uncased-acronyms tomaarsen · token-classification	110 M	—	✓ apache-2.0	252 K	from 1.0 GB
18	xlm-roberta-large-ner-hrl Davlan · token-classification	560 M	512	✓ afl-3.0	246 K	from 3.0 GB
19	distilbert-NER dslim · token-classification	70 M	512	✓ apache-2.0	237 K	from 0.8 GB
20	gliner_multi-v2.1 urchade · token-classification	290 M	—	✓ apache-2.0	235 K	from 1.8 GB
21	layoutreader hantian · token-classification	360 M	514	✗ cc-by-nc-sa-4.0	234 K	from 1.3 GB
22	ner-english flair · token-classification	—	—	unknown	229 K	—

VRAM figures are estimates for the smallest available quantization at 8K context — see /methodology. Downloads refresh nightly from the Hugging Face API.