NLU release notes

 

NLU Version 3.4.4

600 new models with over 75 new languages including Ancient,Dead and Extinct languages, 155 languages total covered, 400% Tokenizer Speedup, 18x USE-Embeddings GPU speedup in John Snow Labs NLU 3.4.4

We are very excited to announce NLU 3.4.4 has been released with over 600 new model, over 75 new languages and 155 languages covered in total, 400% speedup for tokenizers and 18x speedup of UniversalSentenceEncoder on GPU. On the general NLP side we have transformer based Embeddings and Token Classifiers powered by state of the art CamemBertEmbeddings and DeBertaForTokenClassification based architectures as well as various new models for
Historical, Ancient,Dead, Extinct, Genetic and Constructed languages like Old Church Slavonic, Latin, Sanskrit, Esperanto, Volapük, Coptic, Nahuatl, Ancient Greek (to 1453), Old Russian. On the healthcare side we have Portuguese De-identification Models, have NER models for Gene detection and finally RxNorm Sentence resolution model for mapping and extracting pharmaceutical actions (e.g. analgesic, hypoglycemic) as well as treatments (e.g. backache, diabetes).

General NLP Models

All general NLP models

First time language models covered

The languages for these models are covered for the very first time ever by NLU.

Number Language Name(s) NLU Reference Spark NLP Reference Task Annotator Class ISO-639-1 ISO-639-2/639-5 ISO-639-3 Scope Language Type
0 Sanskrit sa.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sa san san Individual Ancient
1 Sanskrit sa.lemma lemma_vedic Lemmatization LemmatizerModel sa san san Individual Ancient
2 Sanskrit sa.pos pos_vedic Part of Speech Tagging PerceptronModel sa san san Individual Ancient
3 Sanskrit sa.stopwords stopwords_iso Stop Words Removal StopWordsCleaner sa san san Individual Ancient
4 Volapük vo.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel vo vol vol Individual Constructed
5 Nahuatl languages nah.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nah nan Collective Genetic
6 Aragonese an.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel an arg arg Individual Living
7 Assamese as.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel as asm asm Individual Living
8 Asturian, Asturleonese, Bable, Leonese ast.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan ast ast Individual Living
9 Bashkir ba.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ba bak bak Individual Living
10 Bavarian bar.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan bar Individual Living
11 Bishnupriya bpy.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan bpy Individual Living
12 Burmese my.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel my 639-2/T: mya639-2/B: bur mya Individual Living
13 Cebuano ceb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan ceb ceb Individual Living
14 Central Bikol bcl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan bcl Individual Living
15 Chechen ce.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ce che che Individual Living
16 Chuvash cv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel cv chv chv Individual Living
17 Corsican co.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel co cos cos Individual Living
18 Dhivehi, Divehi, Maldivian dv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel dv div div Individual Living
19 Egyptian Arabic arz.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan arz Individual Living
20 Emiliano-Romagnolo eml.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel eml nan nan Individual Living
21 Erzya myv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan myv myv Individual Living
22 Georgian ka.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ka 639-2/T: kat639-2/B: geo kat Individual Living
23 Goan Konkani gom.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan gom Individual Living
24 Javanese jv.embed.distilbert distilbert_embeddings_javanese_distilbert_small Embeddings DistilBertEmbeddings jv jav jav Individual Living
25 Javanese jv.embed.javanese_distilbert_small_imdb distilbert_embeddings_javanese_distilbert_small_imdb Embeddings DistilBertEmbeddings jv jav jav Individual Living
26 Javanese jv.embed.javanese_roberta_small roberta_embeddings_javanese_roberta_small Embeddings RoBertaEmbeddings jv jav jav Individual Living
27 Javanese jv.embed.javanese_roberta_small_imdb roberta_embeddings_javanese_roberta_small_imdb Embeddings RoBertaEmbeddings jv jav jav Individual Living
28 Javanese jv.embed.javanese_bert_small_imdb bert_embeddings_javanese_bert_small_imdb Embeddings BertEmbeddings jv jav jav Individual Living
29 Javanese jv.embed.javanese_bert_small bert_embeddings_javanese_bert_small Embeddings BertEmbeddings jv jav jav Individual Living
30 Kirghiz, Kyrgyz ky.stopwords stopwords_iso Stop Words Removal StopWordsCleaner ky kir kir Individual Living
31 Letzeburgesch, Luxembourgish lb.stopwords stopwords_iso Stop Words Removal StopWordsCleaner lb ltz ltz Individual Living
32 Letzeburgesch, Luxembourgish lb.lemma lemma_spacylookup Lemmatization LemmatizerModel lb ltz ltz Individual Living
33 Letzeburgesch, Luxembourgish lb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel lb ltz ltz Individual Living
34 Ligurian lij.stopwords stopwords_iso Stop Words Removal StopWordsCleaner nan nan lij Individual Living
35 Lombard lmo.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan lmo Individual Living
36 Low German, Low Saxon nds.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nds nds Individual Living
37 Macedonian mk.stopwords stopwords_iso Stop Words Removal StopWordsCleaner mk 639-2/T: mkd639-2/B: mac mkd Individual Living
38 Macedonian mk.lemma lemma_spacylookup Lemmatization LemmatizerModel mk 639-2/T: mkd639-2/B: mac mkd Individual Living
39 Macedonian mk.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel mk 639-2/T: mkd639-2/B: mac mkd Individual Living
40 Maithili mai.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan mai mai Individual Living
41 Manx gv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel gv glv glv Individual Living
42 Mazanderani mzn.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan mzn Individual Living
43 Minangkabau min.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan min min Individual Living
44 Mingrelian xmf.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan xmf Individual Living
45 Mirandese mwl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan mwl mwl Individual Living
46 Neapolitan nap.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nap nap Individual Living
47 Nepal Bhasa, Newari new.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan new new Individual Living
48 Northern Frisian frr.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan frr frr Individual Living
49 Northern Sami sme.lemma lemma_giella Lemmatization LemmatizerModel se sme sme Individual Living
50 Northern Sami sme.pos pos_giella Part of Speech Tagging PerceptronModel se sme sme Individual Living
51 Northern Sotho, Pedi, Sepedi nso.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nso nso Individual Living
52 Occitan (post 1500) oc.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel oc oci oci Individual Living
53 Ossetian, Ossetic os.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel os oss oss Individual Living
54 Pfaelzisch pfl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan pfl Individual Living
55 Piemontese pms.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan pms Individual Living
56 Romansh rm.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel rm roh roh Individual Living
57 Scots sco.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan sco sco Individual Living
58 Sicilian scn.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan scn scn Individual Living
59 Sinhala, Sinhalese si.stopwords stopwords_iso Stop Words Removal StopWordsCleaner si sin sin Individual Living
60 Sinhala, Sinhalese si.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel si sin sin Individual Living
61 Sundanese su.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel su sun sun Individual Living
62 Sundanese su.embed.sundanese_roberta_base roberta_embeddings_sundanese_roberta_base Embeddings RoBertaEmbeddings su sun sun Individual Living
63 Tagalog tl.lemma lemma_spacylookup Lemmatization LemmatizerModel tl tgl tgl Individual Living
64 Tagalog tl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tl tgl tgl Individual Living
65 Tagalog tl.stopwords stopwords_iso Stop Words Removal StopWordsCleaner tl tgl tgl Individual Living
66 Tagalog tl.embed.roberta_tagalog_large roberta_embeddings_roberta_tagalog_large Embeddings RoBertaEmbeddings tl tgl tgl Individual Living
67 Tagalog tl.embed.roberta_tagalog_base roberta_embeddings_roberta_tagalog_base Embeddings RoBertaEmbeddings tl tgl tgl Individual Living
68 Tajik tg.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tg tgk tgk Individual Living
69 Tatar tt.stopwords stopwords_iso Stop Words Removal StopWordsCleaner tt tat tat Individual Living
70 Tatar tt.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tt tat tat Individual Living
71 Tigrinya ti.stopwords stopwords_iso Stop Words Removal StopWordsCleaner ti tir tir Individual Living
72 Tosk Albanian als.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan als Individual Living
73 Tswana tn.stopwords stopwords_iso Stop Words Removal StopWordsCleaner tn tsn tsn Individual Living
74 Turkmen tk.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tk tuk tuk Individual Living
75 Upper Sorbian hsb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan hsb hsb Individual Living
76 Venetian vec.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan vec Individual Living
77 Vlaams vls.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan vls Individual Living
78 Walloon wa.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel wa wln wln Individual Living
79 Waray (Philippines) war.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan war war Individual Living
80 Western Armenian hyw.pos pos_armtdp Part of Speech Tagging PerceptronModel nan nan hyw Individual Living
81 Western Armenian hyw.lemma lemma_armtdp Lemmatization LemmatizerModel nan nan hyw Individual Living
82 Western Frisian fy.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel fy fry fry Individual Living
83 Western Panjabi pnb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan pnb Individual Living
84 Yakut sah.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan sah sah Individual Living
85 Zeeuws zea.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan zea Individual Living
86 Albanian sq.stopwords stopwords_iso Stop Words Removal StopWordsCleaner sq 639-2/T: sqi639-2/B: alb sqi Macrolanguage Living
87 Albanian sq.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sq 639-2/T: sqi639-2/B: alb sqi Macrolanguage Living
88 Azerbaijani az.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel az aze aze Macrolanguage Living
89 Azerbaijani az.stopwords stopwords_iso Stop Words Removal StopWordsCleaner az aze aze Macrolanguage Living
90 Malagasy mg.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel mg mlg mlg Macrolanguage Living
91 Malay (macrolanguage) ms.embed.albert albert_embeddings_albert_large_bahasa_cased Embeddings AlbertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
92 Malay (macrolanguage) ms.embed.distilbert distilbert_embeddings_malaysian_distilbert_small Embeddings DistilBertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
93 Malay (macrolanguage) ms.embed.albert_tiny_bahasa_cased albert_embeddings_albert_tiny_bahasa_cased Embeddings AlbertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
94 Malay (macrolanguage) ms.embed.albert_base_bahasa_cased albert_embeddings_albert_base_bahasa_cased Embeddings AlbertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
95 Malay (macrolanguage) ms.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
96 Mongolian mn.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel mn mon mon Macrolanguage Living
97 Oriya (macrolanguage) or.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel or ori ori Macrolanguage Living
98 Pashto, Pushto ps.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ps pus pus Macrolanguage Living
99 Quechua qu.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel qu que que Macrolanguage Living
100 Sardinian sc.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sc srd srd Macrolanguage Living
101 Serbo-Croatian sh.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sh nan nan Macrolanguage Living
102 Uzbek uz.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel uz uzb uzb Macrolanguage Living
All general NLP models

Powered by the incredible Spark NLP 3.4.4 and previous releases.

Number NLU Reference Spark NLP Reference Task Language Name(s) Annotator Class ISO-639-1 ISO-639-2/639-5 ISO-639-3 Language Type Scope
0 cu.pos pos_proiel Part of Speech Tagging Church Slavic, Church Slavonic, Old Bulgarian, Old Church Slavonic, Old Slavonic PerceptronModel cu chu chu Ancient Individual
1 la.lemma lemma_proiel Lemmatization Latin LemmatizerModel la lat lat Ancient Individual
2 la.lemma lemma_proiel Lemmatization Latin LemmatizerModel la lat lat Ancient Individual
3 la.pos pos_perseus Part of Speech Tagging Latin PerceptronModel la lat lat Ancient Individual
4 la.pos pos_perseus Part of Speech Tagging Latin PerceptronModel la lat lat Ancient Individual
5 sa.embed.w2v_cc_300d w2v_cc_300d Embeddings Sanskrit WordEmbeddingsModel sa san san Ancient Individual
6 sa.lemma lemma_vedic Lemmatization Sanskrit LemmatizerModel sa san san Ancient Individual
7 sa.pos pos_vedic Part of Speech Tagging Sanskrit PerceptronModel sa san san Ancient Individual
8 sa.stopwords stopwords_iso Stop Words Removal Sanskrit StopWordsCleaner sa san san Ancient Individual
9 eo.embed.w2v_cc_300d w2v_cc_300d Embeddings Esperanto WordEmbeddingsModel eo epo epo Constructed Individual
10 vo.embed.w2v_cc_300d w2v_cc_300d Embeddings Volapük WordEmbeddingsModel vo vol vol Constructed Individual
11 cop.pos pos_scriptorium Part of Speech Tagging Coptic PerceptronModel nan cop cop Extinct Individual
12 nah.embed.w2v_cc_300d w2v_cc_300d Embeddings Nahuatl languages WordEmbeddingsModel nan nah nan Genetic Collective
13 grc.lemma lemma_proiel Lemmatization Ancient Greek (to 1453) LemmatizerModel nan grc grc Historical Individual
14 grc.stopwords stopwords_iso Stop Words Removal Ancient Greek (to 1453) StopWordsCleaner nan grc grc Historical Individual
15 grc.lemma lemma_proiel Lemmatization Ancient Greek (to 1453) LemmatizerModel nan grc grc Historical Individual
16 grc.pos pos_proiel Part of Speech Tagging Ancient Greek (to 1453) PerceptronModel nan grc grc Historical Individual
17 orv.lemma lemma_torot Lemmatization Old Russian LemmatizerModel nan nan orv Historical Individual
18 af.embed.w2v_cc_300d w2v_cc_300d Embeddings Afrikaans WordEmbeddingsModel af afr afr Living Individual
19 af.stopwords stopwords_iso Stop Words Removal Afrikaans StopWordsCleaner af afr afr Living Individual
20 am.embed.w2v_cc_300d w2v_cc_300d Embeddings Amharic WordEmbeddingsModel am amh amh Living Individual
21 am.embed.am_roberta roberta_embeddings_am_roberta Embeddings Amharic RoBertaEmbeddings am amh amh Living Individual
22 am.stopwords stopwords_iso Stop Words Removal Amharic StopWordsCleaner am amh amh Living Individual
23 an.embed.w2v_cc_300d w2v_cc_300d Embeddings Aragonese WordEmbeddingsModel an arg arg Living Individual
24 hy.stopwords stopwords_iso Stop Words Removal Armenian StopWordsCleaner hy 639-2/T: hye639-2/B: arm hye Living Individual
25 hy.lemma lemma_armtdp Lemmatization Armenian LemmatizerModel hy 639-2/T: hye639-2/B: arm hye Living Individual
26 hy.embed.w2v_cc_300d w2v_cc_300d Embeddings Armenian WordEmbeddingsModel hy 639-2/T: hye639-2/B: arm hye Living Individual
27 as.embed.w2v_cc_300d w2v_cc_300d Embeddings Assamese WordEmbeddingsModel as asm asm Living Individual
28 ast.embed.w2v_cc_300d w2v_cc_300d Embeddings Asturian, Asturleonese, Bable, Leonese WordEmbeddingsModel nan ast ast Living Individual
29 ba.embed.w2v_cc_300d w2v_cc_300d Embeddings Bashkir WordEmbeddingsModel ba bak bak Living Individual
30 eu.stopwords stopwords_iso Stop Words Removal Basque StopWordsCleaner eu 639-2/T: eus639-2/B: baq eus Living Individual
31 eu.embed.w2v_cc_300d w2v_cc_300d Embeddings Basque WordEmbeddingsModel eu 639-2/T: eus639-2/B: baq eus Living Individual
32 eu.lemma lemma_bdt Lemmatization Basque LemmatizerModel eu 639-2/T: eus639-2/B: baq eus Living Individual
33 bar.embed.w2v_cc_300d w2v_cc_300d Embeddings Bavarian WordEmbeddingsModel nan nan bar Living Individual
34 be.embed.w2v_cc_300d w2v_cc_300d Embeddings Belarusian WordEmbeddingsModel be bel bel Living Individual
35 be.lemma lemma_hse Lemmatization Belarusian LemmatizerModel be bel bel Living Individual
36 bn.embed.indic_transformers_bn_distilbert distilbert_embeddings_indic_transformers_bn_distilbert Embeddings Bengali DistilBertEmbeddings bn ben ben Living Individual
37 bn.embed.w2v_cc_300d w2v_cc_300d Embeddings Bengali WordEmbeddingsModel bn ben ben Living Individual
38 bn.embed.indic_transformers_bn_bert bert_embeddings_indic_transformers_bn_bert Embeddings Bengali BertEmbeddings bn ben ben Living Individual
39 bn.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings Bengali BertEmbeddings bn ben ben Living Individual
40 bn.embed.bangla_bert bert_embeddings_bangla_bert Embeddings Bengali BertEmbeddings bn ben ben Living Individual
41 bn.stopwords stopwords_iso Stop Words Removal Bengali StopWordsCleaner bn ben ben Living Individual
42 bh.embed.w2v_cc_300d w2v_cc_300d Embeddings Bihari language group, also known ash bih in ISO 639-2/5 WordEmbeddingsModel bh nan nan Living Individual
43 bpy.embed.w2v_cc_300d w2v_cc_300d Embeddings Bishnupriya WordEmbeddingsModel nan nan bpy Living Individual
44 bs.embed.w2v_cc_300d w2v_cc_300d Embeddings Bosnian WordEmbeddingsModel bs bos bos Living Individual
45 br.embed.w2v_cc_300d w2v_cc_300d Embeddings Breton WordEmbeddingsModel br bre bre Living Individual
46 bg.embed.w2v_cc_300d w2v_cc_300d Embeddings Bulgarian WordEmbeddingsModel bg bul bul Living Individual
47 bg.stopwords stopwords_iso Stop Words Removal Bulgarian StopWordsCleaner bg bul bul Living Individual
48 my.embed.w2v_cc_300d w2v_cc_300d Embeddings Burmese WordEmbeddingsModel my 639-2/T: mya639-2/B: bur mya Living Individual
49 es.embed.distilbert_base_es_multilingual_cased distilbert_embeddings_distilbert_base_es_multilingual_cased Embeddings Castilian, Spanish DistilBertEmbeddings es spa spa Living Individual
50 es.embed.distilbert_base_es_cased distilbert_embeddings_distilbert_base_es_cased Embeddings Castilian, Spanish DistilBertEmbeddings es spa spa Living Individual
51 es.embed.bertin_base_gaussian roberta_embeddings_bertin_base_gaussian Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
52 es.embed.bertin_roberta_base_spanish roberta_embeddings_bertin_roberta_base_spanish Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
53 es.embed.bertin_roberta_large_spanish roberta_embeddings_bertin_roberta_large_spanish Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
54 es.embed.bertin_base_stepwise roberta_embeddings_bertin_base_stepwise Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
55 es.embed.dpr_spanish_passage_encoder_allqa_base bert_embeddings_dpr_spanish_passage_encoder_allqa_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
56 es.embed.dpr_spanish_question_encoder_allqa_base bert_embeddings_dpr_spanish_question_encoder_allqa_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
57 es.embed.beto_gn_base_cased bert_embeddings_beto_gn_base_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
58 es.embed.dpr_spanish_passage_encoder_squades_base bert_embeddings_dpr_spanish_passage_encoder_squades_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
59 es.embed.dpr_spanish_question_encoder_squades_base bert_embeddings_dpr_spanish_question_encoder_squades_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
60 es.embed.bert_base_es_cased bert_embeddings_bert_base_es_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
61 es.embed.bert_base_5lang_cased bert_embeddings_bert_base_5lang_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
62 es.embed.alberti_bert_base_multilingual_cased bert_embeddings_alberti_bert_base_multilingual_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
63 es.embed.roberta_base_bne roberta_embeddings_roberta_base_bne Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
64 es.embed.jurisbert roberta_embeddings_jurisbert Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
65 es.embed.mlm_spanish_roberta_base roberta_embeddings_mlm_spanish_roberta_base Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
66 es.embed.roberta_large_bne roberta_embeddings_roberta_large_bne Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
67 es.pos pos_ancora Part of Speech Tagging Castilian, Spanish PerceptronModel es spa spa Living Individual
68 es.embed.bertin_base_random_exp_512seqlen roberta_embeddings_bertin_base_random_exp_512seqlen Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
69 es.embed.bertin_base_gaussian_exp_512seqlen roberta_embeddings_bertin_base_gaussian_exp_512seqlen Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
70 es.ner.roberta_base_bne_capitel_ner_plus roberta_ner_roberta_base_bne_capitel_ner_plus Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
71 es.ner.roberta_base_bne_capitel_ner roberta_ner_roberta_base_bne_capitel_ner Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
72 es.ner.RuPERTa_base_finetuned_ner roberta_ner_RuPERTa_base_finetuned_ner Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
73 es.pos.roberta_base_bne_capitel_pos roberta_pos_roberta_base_bne_capitel_pos Part of Speech Tagging Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
74 es.ner.NER_LAW_MONEY4 roberta_ner_NER_LAW_MONEY4 Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
75 es.pos.roberta_large_bne_capitel_pos roberta_pos_roberta_large_bne_capitel_pos Part of Speech Tagging Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
76 es.ner.bsc_bio_ehr_es_pharmaconer roberta_ner_bsc_bio_ehr_es_pharmaconer Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
77 es.embed.RoBERTalex roberta_embeddings_RoBERTalex Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
78 es.ner.roberta_large_bne_capitel_ner roberta_ner_roberta_large_bne_capitel_ner Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
79 es.embed.RuPERTa_base roberta_embeddings_RuPERTa_base Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
80 es.embed.bertin_base_random roberta_embeddings_bertin_base_random Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
81 es.lemma lemma_spacylookup Lemmatization Castilian, Spanish LemmatizerModel es spa spa Living Individual
82 es.stopwords stopwords_iso Stop Words Removal Castilian, Spanish StopWordsCleaner es spa spa Living Individual
83 es.pos.RuPERTa_base_finetuned_pos roberta_pos_RuPERTa_base_finetuned_pos Part of Speech Tagging Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
84 es.embed.bertin_base_stepwise_exp_512seqlen roberta_embeddings_bertin_base_stepwise_exp_512seqlen Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
85 es.ner.bsc_bio_ehr_es_cantemist roberta_ner_bsc_bio_ehr_es_cantemist Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
86 ca.lemma lemma_spacylookup Lemmatization Catalan, Valencian LemmatizerModel ca cat cat Living Individual
87 ca.embed.w2v_cc_300d w2v_cc_300d Embeddings Catalan, Valencian WordEmbeddingsModel ca cat cat Living Individual
88 ca.stopwords stopwords_iso Stop Words Removal Catalan, Valencian StopWordsCleaner ca cat cat Living Individual
89 ceb.embed.w2v_cc_300d w2v_cc_300d Embeddings Cebuano WordEmbeddingsModel nan ceb ceb Living Individual
90 bcl.embed.w2v_cc_300d w2v_cc_300d Embeddings Central Bikol WordEmbeddingsModel nan nan bcl Living Individual
91 ce.embed.w2v_cc_300d w2v_cc_300d Embeddings Chechen WordEmbeddingsModel ce che che Living Individual
92 cv.embed.w2v_cc_300d w2v_cc_300d Embeddings Chuvash WordEmbeddingsModel cv chv chv Living Individual
93 co.embed.w2v_cc_300d w2v_cc_300d Embeddings Corsican WordEmbeddingsModel co cos cos Living Individual
94 hr.embed.w2v_cc_300d w2v_cc_300d Embeddings Croatian WordEmbeddingsModel hr hrv hrv Living Individual
95 hr.stopwords stopwords_iso Stop Words Removal Croatian StopWordsCleaner hr hrv hrv Living Individual
96 hr.lemma lemma_spacylookup Lemmatization Croatian LemmatizerModel hr hrv hrv Living Individual
97 cs.stopwords stopwords_iso Stop Words Removal Czech StopWordsCleaner cs 639-2/T: ces639-2/B: cze ces Living Individual
98 cs.embed.w2v_cc_300d w2v_cc_300d Embeddings Czech WordEmbeddingsModel cs 639-2/T: ces639-2/B: cze ces Living Individual
99 cs.pos pos_fictree Part of Speech Tagging Czech PerceptronModel cs 639-2/T: ces639-2/B: cze ces Living Individual
100 cs.lemma lemma_cltt Lemmatization Czech LemmatizerModel cs 639-2/T: ces639-2/B: cze ces Living Individual
101 cs.lemma lemma_cltt Lemmatization Czech LemmatizerModel cs 639-2/T: ces639-2/B: cze ces Living Individual
102 cs.lemma lemma_cltt Lemmatization Czech LemmatizerModel cs 639-2/T: ces639-2/B: cze ces Living Individual
103 da.embed.w2v_cc_300d w2v_cc_300d Embeddings Danish WordEmbeddingsModel da dan dan Living Individual
104 da.lemma lemma_spacylookup Lemmatization Danish LemmatizerModel da dan dan Living Individual
105 da.stopwords stopwords_iso Stop Words Removal Danish StopWordsCleaner da dan dan Living Individual
106 dv.embed.w2v_cc_300d w2v_cc_300d Embeddings Dhivehi, Divehi, Maldivian WordEmbeddingsModel dv div div Living Individual
107 nl.embed.distilbert_base_cased distilbert_embeddings_distilbert_base_nl_cased Embeddings Dutch, Flemish DistilBertEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
108 nl.pos.fullstop_dutch_punctuation_prediction roberta_pos_fullstop_dutch_punctuation_prediction Part of Speech Tagging Dutch, Flemish RoBertaForTokenClassification nl 639-2/T: nld639-2/B: dut nld Living Individual
109 nl.stopwords stopwords_iso Stop Words Removal Dutch, Flemish StopWordsCleaner nl 639-2/T: nld639-2/B: dut nld Living Individual
110 nl.embed.robbert_v2_dutch_base roberta_embeddings_robbert_v2_dutch_base Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
111 nl.embed.robbertje_1_gb_bort roberta_embeddings_robbertje_1_gb_bort Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
112 nl.embed.robbertje_1_gb_shuffled roberta_embeddings_robbertje_1_gb_shuffled Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
113 nl.embed.robbertje_1_gb_non_shuffled roberta_embeddings_robbertje_1_gb_non_shuffled Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
114 nl.embed.robbertje_1_gb_merged roberta_embeddings_robbertje_1_gb_merged Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
115 nl.embed.w2v_cc_300d w2v_cc_300d Embeddings Dutch, Flemish WordEmbeddingsModel nl 639-2/T: nld639-2/B: dut nld Living Individual
116 nl.lemma lemma_spacylookup Lemmatization Dutch, Flemish LemmatizerModel nl 639-2/T: nld639-2/B: dut nld Living Individual
117 arz.embed.w2v_cc_300d w2v_cc_300d Embeddings Egyptian Arabic WordEmbeddingsModel nan nan arz Living Individual
118 eml.embed.w2v_cc_300d w2v_cc_300d Embeddings Emiliano-Romagnolo WordEmbeddingsModel eml nan nan Living Individual
119 en.ner.debertav3_large.conll03 deberta_v3_large_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
120 en.ner.debertav3_base.conll03 deberta_v3_base_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
121 en.ner.debertav3_small.conll03 deberta_v3_small_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
122 en.ner.debertav3_xsmall.conll03 deberta_v3_xsmall_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
123 en.ner.debertav3_large.ontonotes deberta_v3_large_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
124 en.ner.debertav3_base.ontonotes deberta_v3_base_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
125 en.ner.debertav3_small.ontonotes deberta_v3_small_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
126 en.ner.debertav3_xsmall.ontonotes deberta_v3_xsmall_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
127 en.med_ner.biomedical_bc2gm ner_biomedical_bc2gm Named Entity Recognition English MedicalNerModel en eng eng Living Individual
128 en.med_ner.biomedical_bc2gm ner_biomedical_bc2gm Named Entity Recognition English MedicalNerModel en eng eng Living Individual
129 en.resolve.rxnorm_action_treatment sbiobertresolve_rxnorm_action_treatment Entity Resolution English SentenceEntityResolverModel en eng eng Living Individual
130 en.embed.albert_xlarge_v1 albert_embeddings_albert_xlarge_v1 Embeddings English AlbertEmbeddings en eng eng Living Individual
131 en.embed.albert_base_v1 albert_embeddings_albert_base_v1 Embeddings English AlbertEmbeddings en eng eng Living Individual
132 en.embed.albert_xxlarge_v1 albert_embeddings_albert_xxlarge_v1 Embeddings English AlbertEmbeddings en eng eng Living Individual
133 en.embed.distilbert_base_en_cased distilbert_embeddings_distilbert_base_en_cased Embeddings English DistilBertEmbeddings en eng eng Living Individual
134 en.embed.distilbert_base_uncased_sparse_90_unstructured_pruneofa distilbert_embeddings_distilbert_base_uncased_sparse_90_unstructured_pruneofa Embeddings English DistilBertEmbeddings en eng eng Living Individual
135 en.embed.distilbert_base_uncased_sparse_85_unstructured_pruneofa distilbert_embeddings_distilbert_base_uncased_sparse_85_unstructured_pruneofa Embeddings English DistilBertEmbeddings en eng eng Living Individual
136 en.classify.questionpair classifierdl_electra_questionpair Text Classification English ClassifierDLModel en eng eng Living Individual
137 en.classify.question_vs_statement bert_sequence_classifier_question_statement Text Classification English BertForSequenceClassification en eng eng Living Individual
138 en.classify.song_lyrics bert_sequence_classifier_song_lyrics Text Classification English BertForSequenceClassification en eng eng Living Individual
139 en.embed.muppet_roberta_base roberta_embeddings_muppet_roberta_base Embeddings English RoBertaEmbeddings en eng eng Living Individual
140 en.embed.muppet_roberta_large roberta_embeddings_muppet_roberta_large Embeddings English RoBertaEmbeddings en eng eng Living Individual
141 en.embed.fairlex_ecthr_minilm roberta_embeddings_fairlex_ecthr_minilm Embeddings English RoBertaEmbeddings en eng eng Living Individual
142 en.embed.distilroberta_base_finetuned_jira_qt_issue_titles_and_bodies roberta_embeddings_distilroberta_base_finetuned_jira_qt_issue_titles_and_bodies Embeddings English RoBertaEmbeddings en eng eng Living Individual
143 en.embed.legal_roberta_base roberta_embeddings_legal_roberta_base Embeddings English RoBertaEmbeddings en eng eng Living Individual
144 en.embed.distilroberta_base roberta_embeddings_distilroberta_base Embeddings English RoBertaEmbeddings en eng eng Living Individual
145 en.embed.pmc_med_bio_mlm_roberta_large roberta_embeddings_pmc_med_bio_mlm_roberta_large Embeddings English RoBertaEmbeddings en eng eng Living Individual
146 en.lemma lemma_lines Lemmatization English LemmatizerModel en eng eng Living Individual
147 en.lemma lemma_lines Lemmatization English LemmatizerModel en eng eng Living Individual
148 en.lemma lemma_lines Lemmatization English LemmatizerModel en eng eng Living Individual
149 en.embed.roberta_pubmed roberta_embeddings_roberta_pubmed Embeddings English RoBertaEmbeddings en eng eng Living Individual
150 en.embed.fairlex_scotus_minilm roberta_embeddings_fairlex_scotus_minilm Embeddings English RoBertaEmbeddings en eng eng Living Individual
151 en.embed.distilroberta_base_finetuned_jira_qt_issue_title roberta_embeddings_distilroberta_base_finetuned_jira_qt_issue_title Embeddings English RoBertaEmbeddings en eng eng Living Individual
152 en.embed.chEMBL26_smiles_v2 roberta_embeddings_chEMBL26_smiles_v2 Embeddings English RoBertaEmbeddings en eng eng Living Individual
153 en.embed.SecRoBERTa roberta_embeddings_SecRoBERTa Embeddings English RoBertaEmbeddings en eng eng Living Individual
154 en.embed.distilroberta_base_climate_d_s roberta_embeddings_distilroberta_base_climate_d_s Embeddings English RoBertaEmbeddings en eng eng Living Individual
155 en.embed.chEMBL_smiles_v1 roberta_embeddings_chEMBL_smiles_v1 Embeddings English RoBertaEmbeddings en eng eng Living Individual
156 en.embed.distilroberta_base_climate_f roberta_embeddings_distilroberta_base_climate_f Embeddings English RoBertaEmbeddings en eng eng Living Individual
157 en.embed.distilroberta_base_climate_d roberta_embeddings_distilroberta_base_climate_d Embeddings English RoBertaEmbeddings en eng eng Living Individual
158 en.embed.Bible_roberta_base roberta_embeddings_Bible_roberta_base Embeddings English RoBertaEmbeddings en eng eng Living Individual
159 en.embed.w2v_cc_300d w2v_cc_300d Embeddings English WordEmbeddingsModel en eng eng Living Individual
160 en.pos pos_atis Part of Speech Tagging English PerceptronModel en eng eng Living Individual
161 en.ner.ner_chemical_bionlp_bc5cdr_pubmed roberta_ner_ner_chemical_bionlp_bc5cdr_pubmed Named Entity Recognition English RoBertaForTokenClassification en eng eng Living Individual
162 en.pos.roberta_large_english_upos roberta_pos_roberta_large_english_upos Part of Speech Tagging English RoBertaForTokenClassification en eng eng Living Individual
163 en.ner.roberta_ticker roberta_ner_roberta_ticker Named Entity Recognition English RoBertaForTokenClassification en eng eng Living Individual
164 en.embed.bert_political_election2020_twitter_mlm bert_embeddings_bert_political_election2020_twitter_mlm Embeddings English BertEmbeddings en eng eng Living Individual
165 en.embed.bert_base_uncased_mnli_sparse_70_unstructured_no_classifier bert_embeddings_bert_base_uncased_mnli_sparse_70_unstructured_no_classifier Embeddings English BertEmbeddings en eng eng Living Individual
166 en.embed.crosloengual_bert bert_embeddings_crosloengual_bert Embeddings English BertEmbeddings en eng eng Living Individual
167 en.embed.chemical_bert_uncased bert_embeddings_chemical_bert_uncased Embeddings English BertEmbeddings en eng eng Living Individual
168 en.embed.deberta_base_uncased bert_embeddings_deberta_base_uncased Embeddings English BertEmbeddings en eng eng Living Individual
169 en.embed.bert_base_en_cased bert_embeddings_bert_base_en_cased Embeddings English BertEmbeddings en eng eng Living Individual
170 en.embed.bert_for_patents bert_embeddings_bert_for_patents Embeddings English BertEmbeddings en eng eng Living Individual
171 en.embed.SecBERT bert_embeddings_SecBERT Embeddings English BertEmbeddings en eng eng Living Individual
172 en.embed.bert_base_5lang_cased bert_embeddings_bert_base_5lang_cased Embeddings English BertEmbeddings en eng eng Living Individual
173 en.embed.DiLBERT bert_embeddings_DiLBERT Embeddings English BertEmbeddings en eng eng Living Individual
174 en.embed.FinancialBERT bert_embeddings_FinancialBERT Embeddings English BertEmbeddings en eng eng Living Individual
175 en.embed.false_positives_scancode_bert_base_uncased_L8_1 bert_embeddings_false_positives_scancode_bert_base_uncased_L8_1 Embeddings English BertEmbeddings en eng eng Living Individual
176 en.embed.legal_bert_small_uncased bert_embeddings_legal_bert_small_uncased Embeddings English BertEmbeddings en eng eng Living Individual
177 en.embed.legal_bert_base_uncased bert_embeddings_legal_bert_base_uncased Embeddings English BertEmbeddings en eng eng Living Individual
178 en.embed.COVID_SciBERT bert_embeddings_COVID_SciBERT Embeddings English BertEmbeddings en eng eng Living Individual
179 en.embed.e bert_biolink_base Embeddings English BertEmbeddings en eng eng Living Individual
180 en.embed.danbert_small_cased bert_embeddings_danbert_small_cased Embeddings English BertEmbeddings en eng eng Living Individual
181 en.embed.bert_base_uncased_dstc9 bert_embeddings_bert_base_uncased_dstc9 Embeddings English BertEmbeddings en eng eng Living Individual
182 en.embed.hateBERT bert_embeddings_hateBERT Embeddings English BertEmbeddings en eng eng Living Individual
183 en.embed.childes_bert bert_embeddings_childes_bert Embeddings English BertEmbeddings en eng eng Living Individual
184 en.embed.clinical_pubmed_bert_base_512 bert_embeddings_clinical_pubmed_bert_base_512 Embeddings English BertEmbeddings en eng eng Living Individual
185 en.embed.netbert bert_embeddings_netbert Embeddings English BertEmbeddings en eng eng Living Individual
186 en.embed.psych_search bert_embeddings_psych_search Embeddings English BertEmbeddings en eng eng Living Individual
187 en.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings English BertEmbeddings en eng eng Living Individual
188 en.embed.finbert_pretrain_yiyanghkust bert_embeddings_finbert_pretrain_yiyanghkust Embeddings English BertEmbeddings en eng eng Living Individual
189 en.embed.lic_class_scancode_bert_base_cased_L32_1 bert_embeddings_lic_class_scancode_bert_base_cased_L32_1 Embeddings English BertEmbeddings en eng eng Living Individual
190 en.embed.sec_bert_sh bert_embeddings_sec_bert_sh Embeddings English BertEmbeddings en eng eng Living Individual
191 en.embed.sec_bert_num bert_embeddings_sec_bert_num Embeddings English BertEmbeddings en eng eng Living Individual
192 en.embed.finest_bert bert_embeddings_finest_bert Embeddings English BertEmbeddings en eng eng Living Individual
193 en.embed.bert_large_cased_whole_word_masking bert_embeddings_bert_large_cased_whole_word_masking Embeddings English BertEmbeddings en eng eng Living Individual
194 en.embed.clinical_pubmed_bert_base_128 bert_embeddings_clinical_pubmed_bert_base_128 Embeddings English BertEmbeddings en eng eng Living Individual
195 en.embed.bert_base_uncased_sparse_70_unstructured bert_embeddings_bert_base_uncased_sparse_70_unstructured Embeddings English BertEmbeddings en eng eng Living Individual
196 en.embed.sec_bert_base bert_embeddings_sec_bert_base Embeddings English BertEmbeddings en eng eng Living Individual
197 en.stopwords stopwords_iso Stop Words Removal English StopWordsCleaner en eng eng Living Individual
198 en.embed.agriculture_bert_uncased bert_embeddings_agriculture_bert_uncased Embeddings English BertEmbeddings en eng eng Living Individual
199 en.embed.bert_large_uncased_whole_word_masking bert_embeddings_bert_large_uncased_whole_word_masking Embeddings English BertEmbeddings en eng eng Living Individual
200 en.embed.ge bert_biolink_large Embeddings English BertEmbeddings en eng eng Living Individual
201 en.ner.roberta_large_finetuned_abbr roberta_ner_roberta_large_finetuned_abbr Named Entity Recognition English RoBertaForTokenClassification en eng eng Living Individual
202 en.ner.roberta_classics_ner roberta_ner_roberta_classics_ner Named Entity Recognition English RoBertaForTokenClassification en eng eng Living Individual
203 en.pos.roberta_base_english_upos roberta_pos_roberta_base_english_upos Part of Speech Tagging English RoBertaForTokenClassification en eng eng Living Individual
204 en.ner.roberta_large_ner_english roberta_ner_roberta_large_ner_english Named Entity Recognition English RoBertaForTokenClassification en eng eng Living Individual
205 en.ner.ner_gene_dna_rna_jnlpba_pubmed roberta_ner_ner_gene_dna_rna_jnlpba_pubmed Named Entity Recognition English RoBertaForTokenClassification en eng eng Living Individual
206 en.ner.ner_disease_ncbi_bionlp_bc5cdr_pubmed roberta_ner_ner_disease_ncbi_bionlp_bc5cdr_pubmed Named Entity Recognition English RoBertaForTokenClassification en eng eng Living Individual
207 myv.embed.w2v_cc_300d w2v_cc_300d Embeddings Erzya WordEmbeddingsModel nan myv myv Living Individual
208 fo.pos pos_farpahc Part of Speech Tagging Faroese PerceptronModel fo fao fao Living Individual
209 fi.embed.w2v_cc_300d w2v_cc_300d Embeddings Finnish WordEmbeddingsModel fi fin fin Living Individual
210 fi.pos pos_tdt Part of Speech Tagging Finnish PerceptronModel fi fin fin Living Individual
211 fi.lemma lemma_tdt Lemmatization Finnish LemmatizerModel fi fin fin Living Individual
212 fi.stopwords stopwords_iso Stop Words Removal Finnish StopWordsCleaner fi fin fin Living Individual
213 fi.lemma lemma_tdt Lemmatization Finnish LemmatizerModel fi fin fin Living Individual
214 fr.embed.camembert_large camembert_large Embeddings French CamemBertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
215 fr.embed.camembert_base camembert_base Embeddings French CamemBertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
216 fr.embed.camembert_ccnet4g camembert_base_ccnet_4gb Embeddings French CamemBertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
217 fr.embed.camembert_base_ccnet camembert_base_ccnet Embeddings French CamemBertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
218 fr.embed.camembert_oscar_4g camembert_base_oscar_4gb Embeddings French CamemBertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
219 fr.embed.camembert_wiki_4g camembert_base_wikipedia_4gb Embeddings French CamemBertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
220 fr.embed.albert albert_embeddings_fralbert_base Embeddings French AlbertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
221 fr.embed.distilbert distilbert_embeddings_distilbert_base_fr_cased Embeddings French DistilBertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
222 fr.embed.bert_base_fr_cased bert_embeddings_bert_base_fr_cased Embeddings French BertEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
223 fr.pos pos_sequoia Part of Speech Tagging French PerceptronModel fr 639-2/T: fra639-2/B: fre fra Living Individual
224 fr.pos pos_sequoia Part of Speech Tagging French PerceptronModel fr 639-2/T: fra639-2/B: fre fra Living Individual
225 fr.embed.french_roberta roberta_embeddings_french_roberta Embeddings French RoBertaEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
226 fr.lemma lemma_ftb Lemmatization French LemmatizerModel fr 639-2/T: fra639-2/B: fre fra Living Individual
227 fr.lemma lemma_ftb Lemmatization French LemmatizerModel fr 639-2/T: fra639-2/B: fre fra Living Individual
228 fr.stopwords stopwords_iso Stop Words Removal French StopWordsCleaner fr 639-2/T: fra639-2/B: fre fra Living Individual
229 fr.embed.roberta_base_wechsel_french roberta_embeddings_roberta_base_wechsel_french Embeddings French RoBertaEmbeddings fr 639-2/T: fra639-2/B: fre fra Living Individual
230 gd.embed.w2v_cc_300d w2v_cc_300d Embeddings Gaelic, Scottish Gaelic WordEmbeddingsModel gd gla gla Living Individual
231 gl.embed.w2v_cc_300d w2v_cc_300d Embeddings Galician WordEmbeddingsModel gl glg glg Living Individual
232 gl.lemma lemma_treegal Lemmatization Galician LemmatizerModel gl glg glg Living Individual
233 ka.embed.w2v_cc_300d w2v_cc_300d Embeddings Georgian WordEmbeddingsModel ka 639-2/T: kat639-2/B: geo kat Living Individual
234 de.embed.distilbert_base_de_cased distilbert_embeddings_distilbert_base_de_cased Embeddings German DistilBertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
235 de.embed.distilbert_base_german_cased distilbert_embeddings_distilbert_base_german_cased Embeddings German DistilBertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
236 de.embed.albert_german_ner albert_embeddings_albert_german_ner Embeddings German AlbertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
237 de.embed.bert_base_historical_german_rw_cased bert_embeddings_bert_base_historical_german_rw_cased Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
238 de.embed.gbert_base bert_embeddings_gbert_base Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
239 de.embed.german_financial_statements_bert bert_embeddings_german_financial_statements_bert Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
240 de.stopwords stopwords_iso Stop Words Removal German StopWordsCleaner de 639-2/T: deu639-2/B: ger deu Living Individual
241 de.lemma lemma_spacylookup Lemmatization German LemmatizerModel de 639-2/T: deu639-2/B: ger deu Living Individual
242 de.embed.bert_base_german_dbmdz_uncased bert_embeddings_bert_base_german_dbmdz_uncased Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
243 de.embed.roberta_base_wechsel_german roberta_embeddings_roberta_base_wechsel_german Embeddings German RoBertaEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
244 de.embed.gbert_large bert_embeddings_gbert_large Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
245 de.embed.bert_base_5lang_cased bert_embeddings_bert_base_5lang_cased Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
246 de.embed.bert_base_german_cased_oldvocab bert_embeddings_bert_base_german_cased_oldvocab Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
247 de.embed.bert_base_de_cased bert_embeddings_bert_base_de_cased Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
248 de.embed.bert_base_german_uncased bert_embeddings_bert_base_german_uncased Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
249 de.embed.bert_base_german_dbmdz_cased bert_embeddings_bert_base_german_dbmdz_cased Embeddings German BertEmbeddings de 639-2/T: deu639-2/B: ger deu Living Individual
250 gom.embed.w2v_cc_300d w2v_cc_300d Embeddings Goan Konkani WordEmbeddingsModel nan nan gom Living Individual
251 gu.embed.RoBERTa_hindi_guj_san roberta_embeddings_RoBERTa_hindi_guj_san Embeddings Gujarati RoBertaEmbeddings gu guj guj Living Individual
252 gu.stopwords stopwords_iso Stop Words Removal Gujarati StopWordsCleaner gu guj guj Living Individual
253 he.stopwords stopwords_iso Stop Words Removal Hebrew StopWordsCleaner he heb heb Living Individual
254 hi.embed.distilbert_base_hi_cased distilbert_embeddings_distilbert_base_hi_cased Embeddings Hindi DistilBertEmbeddings hi hin hin Living Individual
255 hi.embed.indic_transformers_hi_distilbert distilbert_embeddings_indic_transformers_hi_distilbert Embeddings Hindi DistilBertEmbeddings hi hin hin Living Individual
256 hi.stopwords stopwords_iso Stop Words Removal Hindi StopWordsCleaner hi hin hin Living Individual
257 hi.embed.RoBERTa_hindi_guj_san roberta_embeddings_RoBERTa_hindi_guj_san Embeddings Hindi RoBertaEmbeddings hi hin hin Living Individual
258 hi.embed.indic_transformers_hi_roberta roberta_embeddings_indic_transformers_hi_roberta Embeddings Hindi RoBertaEmbeddings hi hin hin Living Individual
259 hi.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings Hindi BertEmbeddings hi hin hin Living Individual
260 hi.embed.indic_transformers_hi_bert bert_embeddings_indic_transformers_hi_bert Embeddings Hindi BertEmbeddings hi hin hin Living Individual
261 hu.lemma lemma_spacylookup Lemmatization Hungarian LemmatizerModel hu hun hun Living Individual
262 hu.stopwords stopwords_iso Stop Words Removal Hungarian StopWordsCleaner hu hun hun Living Individual
263 is.lemma lemma_icepahc Lemmatization Icelandic LemmatizerModel is 639-2/T: isl639-2/B: ice isl Living Individual
264 is.stopwords stopwords_iso Stop Words Removal Icelandic StopWordsCleaner is 639-2/T: isl639-2/B: ice isl Living Individual
265 id.embed.distilbert distilbert_embeddings_distilbert_base_indonesian Embeddings Indonesian DistilBertEmbeddings id ind ind Living Individual
266 id.pos pos_csui Part of Speech Tagging Indonesian PerceptronModel id ind ind Living Individual
267 id.embed.indo_roberta_small roberta_embeddings_indo_roberta_small Embeddings Indonesian RoBertaEmbeddings id ind ind Living Individual
268 id.embed.indonesian_roberta_base roberta_embeddings_indonesian_roberta_base Embeddings Indonesian RoBertaEmbeddings id ind ind Living Individual
269 id.pos.indonesian_roberta_base_posp_tagger roberta_pos_indonesian_roberta_base_posp_tagger Part of Speech Tagging Indonesian RoBertaForTokenClassification id ind ind Living Individual
270 id.lemma lemma_gsd Lemmatization Indonesian LemmatizerModel id ind ind Living Individual
271 id.lemma lemma_gsd Lemmatization Indonesian LemmatizerModel id ind ind Living Individual
272 id.embed.roberta_base_indonesian_522M roberta_embeddings_roberta_base_indonesian_522M Embeddings Indonesian RoBertaEmbeddings id ind ind Living Individual
273 id.stopwords stopwords_iso Stop Words Removal Indonesian StopWordsCleaner id ind ind Living Individual
274 id.embed.indonesian_roberta_large roberta_embeddings_indonesian_roberta_large Embeddings Indonesian RoBertaEmbeddings id ind ind Living Individual
275 ga.pos pos_idt Part of Speech Tagging Irish PerceptronModel ga gle gle Living Individual
276 ga.stopwords stopwords_iso Stop Words Removal Irish StopWordsCleaner ga gle gle Living Individual
277 it.embed.distilbert_base_it_cased distilbert_embeddings_distilbert_base_it_cased Embeddings Italian DistilBertEmbeddings it ita ita Living Individual
278 it.embed.BERTino distilbert_embeddings_BERTino Embeddings Italian DistilBertEmbeddings it ita ita Living Individual
279 it.stopwords stopwords_iso Stop Words Removal Italian StopWordsCleaner it ita ita Living Individual
280 it.pos pos_partut Part of Speech Tagging Italian PerceptronModel it ita ita Living Individual
281 it.embed.bert_base_italian_xxl_cased bert_embeddings_bert_base_italian_xxl_cased Embeddings Italian BertEmbeddings it ita ita Living Individual
282 it.embed.bert_base_italian_xxl_uncased bert_embeddings_bert_base_italian_xxl_uncased Embeddings Italian BertEmbeddings it ita ita Living Individual
283 it.embed.chefberto_italian_cased bert_embeddings_chefberto_italian_cased Embeddings Italian BertEmbeddings it ita ita Living Individual
284 it.embed.hseBert_it_cased bert_embeddings_hseBert_it_cased Embeddings Italian BertEmbeddings it ita ita Living Individual
285 it.embed.wineberto_italian_cased bert_embeddings_wineberto_italian_cased Embeddings Italian BertEmbeddings it ita ita Living Individual
286 it.pos pos_partut Part of Speech Tagging Italian PerceptronModel it ita ita Living Individual
287 it.lemma lemma_twittiro Lemmatization Italian LemmatizerModel it ita ita Living Individual
288 it.lemma lemma_twittiro Lemmatization Italian LemmatizerModel it ita ita Living Individual
289 it.lemma lemma_twittiro Lemmatization Italian LemmatizerModel it ita ita Living Individual
290 ja.embed.distilbert_base_ja_cased distilbert_embeddings_distilbert_base_ja_cased Embeddings Japanese DistilBertEmbeddings ja jpn jpn Living Individual
291 ja.embed.albert_base_japanese_v1 albert_embeddings_albert_base_japanese_v1 Embeddings Japanese AlbertEmbeddings ja jpn jpn Living Individual
292 ja.embed.bert_base_ja_cased bert_embeddings_bert_base_ja_cased Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
293 ja.embed.bert_base_japanese_char_v2 bert_embeddings_bert_base_japanese_char_v2 Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
294 ja.embed.bert_base_japanese_char_extended bert_embeddings_bert_base_japanese_char_extended Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
295 ja.embed.bert_large_japanese_char bert_embeddings_bert_large_japanese_char Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
296 ja.embed.bert_large_japanese bert_embeddings_bert_large_japanese Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
297 ja.embed.bert_small_japanese bert_embeddings_bert_small_japanese Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
298 ja.embed.bert_large_japanese_char_extended bert_embeddings_bert_large_japanese_char_extended Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
299 ja.pos pos_gsd Part of Speech Tagging Japanese PerceptronModel ja jpn jpn Living Individual
300 ja.embed.bert_small_japanese_fin bert_embeddings_bert_small_japanese_fin Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
301 ja.embed.bert_base_japanese_basic_char_v2 bert_embeddings_bert_base_japanese_basic_char_v2 Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
302 ja.stopwords stopwords_iso Stop Words Removal Japanese StopWordsCleaner ja jpn jpn Living Individual
303 ja.embed.bert_base_japanese_char_whole_word_masking bert_embeddings_bert_base_japanese_char_whole_word_masking Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
304 ja.embed.bert_base_japanese_char bert_embeddings_bert_base_japanese_char Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
305 ja.embed.bert_base_japanese_whole_word_masking bert_embeddings_bert_base_japanese_whole_word_masking Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
306 ja.embed.bert_base_japanese_v2 bert_embeddings_bert_base_japanese_v2 Embeddings Japanese BertEmbeddings ja jpn jpn Living Individual
307 jv.embed.distilbert distilbert_embeddings_javanese_distilbert_small Embeddings Javanese DistilBertEmbeddings jv jav jav Living Individual
308 jv.embed.javanese_distilbert_small_imdb distilbert_embeddings_javanese_distilbert_small_imdb Embeddings Javanese DistilBertEmbeddings jv jav jav Living Individual
309 jv.embed.javanese_roberta_small roberta_embeddings_javanese_roberta_small Embeddings Javanese RoBertaEmbeddings jv jav jav Living Individual
310 jv.embed.javanese_roberta_small_imdb roberta_embeddings_javanese_roberta_small_imdb Embeddings Javanese RoBertaEmbeddings jv jav jav Living Individual
311 jv.embed.javanese_bert_small_imdb bert_embeddings_javanese_bert_small_imdb Embeddings Javanese BertEmbeddings jv jav jav Living Individual
312 jv.embed.javanese_bert_small bert_embeddings_javanese_bert_small Embeddings Javanese BertEmbeddings jv jav jav Living Individual
313 kn.embed.KNUBert roberta_embeddings_KNUBert Embeddings Kannada RoBertaEmbeddings kn kan kan Living Individual
314 kn.embed.KanBERTo roberta_embeddings_KanBERTo Embeddings Kannada RoBertaEmbeddings kn kan kan Living Individual
315 kn.stopwords stopwords_iso Stop Words Removal Kannada StopWordsCleaner kn kan kan Living Individual
316 ky.stopwords stopwords_iso Stop Words Removal Kirghiz, Kyrgyz StopWordsCleaner ky kir kir Living Individual
317 ko.lemma lemma_gsd Lemmatization Korean LemmatizerModel ko kor kor Living Individual
318 ko.stopwords stopwords_iso Stop Words Removal Korean StopWordsCleaner ko kor kor Living Individual
319 ko.embed.roberta_ko_small roberta_embeddings_roberta_ko_small Embeddings Korean RoBertaEmbeddings ko kor kor Living Individual
320 ko.pos pos_gsd Part of Speech Tagging Korean PerceptronModel ko kor kor Living Individual
321 ko.embed.bert_kor_base bert_embeddings_bert_kor_base Embeddings Korean BertEmbeddings ko kor kor Living Individual
322 ko.embed.dbert bert_embeddings_dbert Embeddings Korean BertEmbeddings ko kor kor Living Individual
323 ko.embed.KR_FinBert bert_embeddings_KR_FinBert Embeddings Korean BertEmbeddings ko kor kor Living Individual
324 ko.embed.bert_base_v1_sports bert_embeddings_bert_base_v1_sports Embeddings Korean BertEmbeddings ko kor kor Living Individual
325 ko.lemma lemma_gsd Lemmatization Korean LemmatizerModel ko kor kor Living Individual
326 lb.stopwords stopwords_iso Stop Words Removal Letzeburgesch, Luxembourgish StopWordsCleaner lb ltz ltz Living Individual
327 lb.lemma lemma_spacylookup Lemmatization Letzeburgesch, Luxembourgish LemmatizerModel lb ltz ltz Living Individual
328 lb.embed.w2v_cc_300d w2v_cc_300d Embeddings Letzeburgesch, Luxembourgish WordEmbeddingsModel lb ltz ltz Living Individual
329 lij.stopwords stopwords_iso Stop Words Removal Ligurian StopWordsCleaner nan nan lij Living Individual
330 lt.embed.w2v_cc_300d w2v_cc_300d Embeddings Lithuanian WordEmbeddingsModel lt lit lit Living Individual
331 lt.lemma lemma_spacylookup Lemmatization Lithuanian LemmatizerModel lt lit lit Living Individual
332 lt.stopwords stopwords_iso Stop Words Removal Lithuanian StopWordsCleaner lt lit lit Living Individual
333 lmo.embed.w2v_cc_300d w2v_cc_300d Embeddings Lombard WordEmbeddingsModel nan nan lmo Living Individual
334 nds.embed.w2v_cc_300d w2v_cc_300d Embeddings Low German, Low Saxon WordEmbeddingsModel nan nds nds Living Individual
335 mk.stopwords stopwords_iso Stop Words Removal Macedonian StopWordsCleaner mk 639-2/T: mkd639-2/B: mac mkd Living Individual
336 mk.lemma lemma_spacylookup Lemmatization Macedonian LemmatizerModel mk 639-2/T: mkd639-2/B: mac mkd Living Individual
337 mk.embed.w2v_cc_300d w2v_cc_300d Embeddings Macedonian WordEmbeddingsModel mk 639-2/T: mkd639-2/B: mac mkd Living Individual
338 mai.embed.w2v_cc_300d w2v_cc_300d Embeddings Maithili WordEmbeddingsModel nan mai mai Living Individual
339 ml.stopwords stopwords_iso Stop Words Removal Malayalam StopWordsCleaner ml mal mal Living Individual
340 ml.embed.w2v_cc_300d w2v_cc_300d Embeddings Malayalam WordEmbeddingsModel ml mal mal Living Individual
341 mt.lemma lemma_mudt Lemmatization Maltese LemmatizerModel mt mlt mlt Living Individual
342 mt.pos pos_mudt Part of Speech Tagging Maltese PerceptronModel mt mlt mlt Living Individual
343 mt.embed.w2v_cc_300d w2v_cc_300d Embeddings Maltese WordEmbeddingsModel mt mlt mlt Living Individual
344 gv.embed.w2v_cc_300d w2v_cc_300d Embeddings Manx WordEmbeddingsModel gv glv glv Living Individual
345 mr.embed.distilbert distilbert_embeddings_marathi_distilbert Embeddings Marathi DistilBertEmbeddings mr mar mar Living Individual
346 mr.embed.albert albert_embeddings_marathi_albert Embeddings Marathi AlbertEmbeddings mr mar mar Living Individual
347 mr.embed.albert albert_embeddings_marathi_albert Embeddings Marathi AlbertEmbeddings mr mar mar Living Individual
348 mr.embed.albert_v2 albert_embeddings_marathi_albert_v2 Embeddings Marathi AlbertEmbeddings mr mar mar Living Individual
349 mr.embed.albert_v2 albert_embeddings_marathi_albert_v2 Embeddings Marathi AlbertEmbeddings mr mar mar Living Individual
350 mr.lemma lemma_ufal Lemmatization Marathi LemmatizerModel mr mar mar Living Individual
351 mr.stopwords stopwords_iso Stop Words Removal Marathi StopWordsCleaner mr mar mar Living Individual
352 mr.embed.marathi_bert bert_embeddings_marathi_bert Embeddings Marathi BertEmbeddings mr mar mar Living Individual
353 mr.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings Marathi BertEmbeddings mr mar mar Living Individual
354 mr.pos pos_ufal Part of Speech Tagging Marathi PerceptronModel mr mar mar Living Individual
355 mzn.embed.w2v_cc_300d w2v_cc_300d Embeddings Mazanderani WordEmbeddingsModel nan nan mzn Living Individual
356 min.embed.w2v_cc_300d w2v_cc_300d Embeddings Minangkabau WordEmbeddingsModel nan min min Living Individual
357 xmf.embed.w2v_cc_300d w2v_cc_300d Embeddings Mingrelian WordEmbeddingsModel nan nan xmf Living Individual
358 mwl.embed.w2v_cc_300d w2v_cc_300d Embeddings Mirandese WordEmbeddingsModel nan mwl mwl Living Individual
359 el.stopwords stopwords_iso Stop Words Removal Modern Greek (1453-) StopWordsCleaner el 639-2/T: ell639-2/B: gre ell Living Individual
360 ro.embed.distilbert_base_cased distilbert_embeddings_distilbert_base_ro_cased Embeddings Moldavian, Moldovan, Romanian DistilBertEmbeddings ro 639-2/T: ron639-2/B: rum ron Living Individual
361 ro.embed.ALR_BERT albert_embeddings_ALR_BERT Embeddings Moldavian, Moldovan, Romanian AlbertEmbeddings ro 639-2/T: ron639-2/B: rum ron Living Individual
362 ro.embed.w2v_cc_300d w2v_cc_300d Embeddings Moldavian, Moldovan, Romanian WordEmbeddingsModel ro 639-2/T: ron639-2/B: rum ron Living Individual
363 ro.stopwords stopwords_iso Stop Words Removal Moldavian, Moldovan, Romanian StopWordsCleaner ro 639-2/T: ron639-2/B: rum ron Living Individual
364 ro.pos pos_nonstandard Part of Speech Tagging Moldavian, Moldovan, Romanian PerceptronModel ro 639-2/T: ron639-2/B: rum ron Living Individual
365 ro.lemma lemma_spacylookup Lemmatization Moldavian, Moldovan, Romanian LemmatizerModel ro 639-2/T: ron639-2/B: rum ron Living Individual
366 nap.embed.w2v_cc_300d w2v_cc_300d Embeddings Neapolitan WordEmbeddingsModel nan nap nap Living Individual
367 new.embed.w2v_cc_300d w2v_cc_300d Embeddings Nepal Bhasa, Newari WordEmbeddingsModel nan new new Living Individual
368 frr.embed.w2v_cc_300d w2v_cc_300d Embeddings Northern Frisian WordEmbeddingsModel nan frr frr Living Individual
369 sme.lemma lemma_giella Lemmatization Northern Sami LemmatizerModel se sme sme Living Individual
370 sme.pos pos_giella Part of Speech Tagging Northern Sami PerceptronModel se sme sme Living Individual
371 nso.embed.w2v_cc_300d w2v_cc_300d Embeddings Northern Sotho, Pedi, Sepedi WordEmbeddingsModel nan nso nso Living Individual
372 nb.stopwords stopwords_iso Stop Words Removal Norwegian Bokmål StopWordsCleaner nb nob nob Living Individual
373 nb.lemma lemma_spacylookup Lemmatization Norwegian Bokmål LemmatizerModel nb nob nob Living Individual
374 nn.embed.w2v_cc_300d w2v_cc_300d Embeddings Norwegian Nynorsk WordEmbeddingsModel nn nno nno Living Individual
375 oc.embed.w2v_cc_300d w2v_cc_300d Embeddings Occitan (post 1500) WordEmbeddingsModel oc oci oci Living Individual
376 os.embed.w2v_cc_300d w2v_cc_300d Embeddings Ossetian, Ossetic WordEmbeddingsModel os oss oss Living Individual
377 pa.embed.w2v_cc_300d w2v_cc_300d Embeddings Panjabi, Punjabi WordEmbeddingsModel pa pan pan Living Individual
378 pa.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings Panjabi, Punjabi BertEmbeddings pa pan pan Living Individual
379 pfl.embed.w2v_cc_300d w2v_cc_300d Embeddings Pfaelzisch WordEmbeddingsModel nan nan pfl Living Individual
380 pms.embed.w2v_cc_300d w2v_cc_300d Embeddings Piemontese WordEmbeddingsModel nan nan pms Living Individual
381 pl.embed.distilbert_base_cased distilbert_embeddings_distilbert_base_pl_cased Embeddings Polish DistilBertEmbeddings pl pol pol Living Individual
382 pl.stopwords stopwords_iso Stop Words Removal Polish StopWordsCleaner pl pol pol Living Individual
383 pl.embed.w2v_cc_300d w2v_cc_300d Embeddings Polish WordEmbeddingsModel pl pol pol Living Individual
384 pl.lemma lemma_lfg Lemmatization Polish LemmatizerModel pl pol pol Living Individual
385 pt.med_ner.deid.subentity ner_deid_subentity De-identification Portuguese MedicalNerModel pt por por Living Individual
386 pt.med_ner.deid.generic ner_deid_generic De-identification Portuguese MedicalNerModel pt por por Living Individual
387 pt.med_ner.deid ner_deid_generic De-identification Portuguese MedicalNerModel pt por por Living Individual
388 pt.embed.distilbert_base_cased distilbert_embeddings_distilbert_base_pt_cased Embeddings Portuguese DistilBertEmbeddings pt por por Living Individual
389 pt.embed.BR_BERTo roberta_embeddings_BR_BERTo Embeddings Portuguese RoBertaEmbeddings pt por por Living Individual
390 pt.embed.gs_all biobert_embeddings_all Embeddings Portuguese BertEmbeddings pt por por Living Individual
391 pt.stopwords stopwords_iso Stop Words Removal Portuguese StopWordsCleaner pt por por Living Individual
392 pt.embed.gs_clinical biobert_embeddings_clinical Embeddings Portuguese BertEmbeddings pt por por Living Individual
393 pt.embed.gs_biomedical biobert_embeddings_biomedical Embeddings Portuguese BertEmbeddings pt por por Living Individual
394 pt.lemma lemma_bosque Lemmatization Portuguese LemmatizerModel pt por por Living Individual
395 pt.lemma lemma_bosque Lemmatization Portuguese LemmatizerModel pt por por Living Individual
396 pt.embed.bert_base_portuguese_cased_finetuned_tcu_acordaos bert_embeddings_bert_base_portuguese_cased_finetuned_tcu_acordaos Embeddings Portuguese BertEmbeddings pt por por Living Individual
397 pt.ner.satellite_instrument_roberta_NER roberta_ner_satellite_instrument_roberta_NER Named Entity Recognition Portuguese RoBertaForTokenClassification pt por por Living Individual
398 pt.embed.bert_small_gl_cased bert_embeddings_bert_small_gl_cased Embeddings Portuguese BertEmbeddings pt por por Living Individual
399 pt.embed.bert_large_cased_pt_lenerbr bert_embeddings_bert_large_cased_pt_lenerbr Embeddings Portuguese BertEmbeddings pt por por Living Individual
400 pt.embed.bert_large_portuguese_cased bert_embeddings_bert_large_portuguese_cased Embeddings Portuguese BertEmbeddings pt por por Living Individual
401 pt.embed.bert_base_cased_pt_lenerbr bert_embeddings_bert_base_cased_pt_lenerbr Embeddings Portuguese BertEmbeddings pt por por Living Individual
402 pt.embed.bert_base_portuguese_cased_finetuned_peticoes bert_embeddings_bert_base_portuguese_cased_finetuned_peticoes Embeddings Portuguese BertEmbeddings pt por por Living Individual
403 pt.embed.bert_base_portuguese_cased bert_embeddings_bert_base_portuguese_cased Embeddings Portuguese BertEmbeddings pt por por Living Individual
404 pt.embed.bert_base_pt_cased bert_embeddings_bert_base_pt_cased Embeddings Portuguese BertEmbeddings pt por por Living Individual
405 pt.embed.bert_base_gl_cased bert_embeddings_bert_base_gl_cased Embeddings Portuguese BertEmbeddings pt por por Living Individual
406 rm.embed.w2v_cc_300d w2v_cc_300d Embeddings Romansh WordEmbeddingsModel rm roh roh Living Individual
407 ru.embed.distilbert_base_cased distilbert_embeddings_distilbert_base_ru_cased Embeddings Russian DistilBertEmbeddings ru rus rus Living Individual
408 ru.pos pos_syntagrus Part of Speech Tagging Russian PerceptronModel ru rus rus Living Individual
409 ru.lemma lemma_gsd Lemmatization Russian LemmatizerModel ru rus rus Living Individual
410 ru.lemma lemma_gsd Lemmatization Russian LemmatizerModel ru rus rus Living Individual
411 ru.embed.ruRoberta_large roberta_embeddings_ruRoberta_large Embeddings Russian RoBertaEmbeddings ru rus rus Living Individual
412 ru.pos pos_syntagrus Part of Speech Tagging Russian PerceptronModel ru rus rus Living Individual
413 ru.stopwords stopwords_iso Stop Words Removal Russian StopWordsCleaner ru rus rus Living Individual
414 ru.embed.roberta_base_russian_v0 roberta_embeddings_roberta_base_russian_v0 Embeddings Russian RoBertaEmbeddings ru rus rus Living Individual
415 ru.embed.bert_base_ru_cased bert_embeddings_bert_base_ru_cased Embeddings Russian BertEmbeddings ru rus rus Living Individual
416 ru.embed.w2v_cc_300d w2v_cc_300d Embeddings Russian WordEmbeddingsModel ru rus rus Living Individual
417 sco.embed.w2v_cc_300d w2v_cc_300d Embeddings Scots WordEmbeddingsModel nan sco sco Living Individual
418 sr.lemma lemma_spacylookup Lemmatization Serbian LemmatizerModel sr srp srp Living Individual
419 sr.embed.w2v_cc_300d w2v_cc_300d Embeddings Serbian WordEmbeddingsModel sr srp srp Living Individual
420 sr.lemma lemma_spacylookup Lemmatization Serbian LemmatizerModel sr srp srp Living Individual
421 sr.stopwords stopwords_iso Stop Words Removal Serbian StopWordsCleaner sr srp srp Living Individual
422 scn.embed.w2v_cc_300d w2v_cc_300d Embeddings Sicilian WordEmbeddingsModel nan scn scn Living Individual
423 sd.embed.w2v_cc_300d w2v_cc_300d Embeddings Sindhi WordEmbeddingsModel sd snd snd Living Individual
424 si.stopwords stopwords_iso Stop Words Removal Sinhala, Sinhalese StopWordsCleaner si sin sin Living Individual
425 si.embed.w2v_cc_300d w2v_cc_300d Embeddings Sinhala, Sinhalese WordEmbeddingsModel si sin sin Living Individual
426 sk.stopwords stopwords_iso Stop Words Removal Slovak StopWordsCleaner sk 639-2/T: slk639-2/B: slo slk Living Individual
427 sk.lemma lemma_snk Lemmatization Slovak LemmatizerModel sk 639-2/T: slk639-2/B: slo slk Living Individual
428 sk.embed.w2v_cc_300d w2v_cc_300d Embeddings Slovak WordEmbeddingsModel sk 639-2/T: slk639-2/B: slo slk Living Individual
429 sl.lemma lemma_sst Lemmatization Slovenian LemmatizerModel sl slv slv Living Individual
430 sl.stopwords stopwords_iso Stop Words Removal Slovenian StopWordsCleaner sl slv slv Living Individual
431 sl.pos pos_sst Part of Speech Tagging Slovenian PerceptronModel sl slv slv Living Individual
432 sl.embed.w2v_cc_300d w2v_cc_300d Embeddings Slovenian WordEmbeddingsModel sl slv slv Living Individual
433 so.embed.w2v_cc_300d w2v_cc_300d Embeddings Somali WordEmbeddingsModel so som som Living Individual
434 su.embed.w2v_cc_300d w2v_cc_300d Embeddings Sundanese WordEmbeddingsModel su sun sun Living Individual
435 su.embed.sundanese_roberta_base roberta_embeddings_sundanese_roberta_base Embeddings Sundanese RoBertaEmbeddings su sun sun Living Individual
436 sv.stopwords stopwords_iso Stop Words Removal Swedish StopWordsCleaner sv swe swe Living Individual
437 sv.embed.w2v_cc_300d w2v_cc_300d Embeddings Swedish WordEmbeddingsModel sv swe swe Living Individual
438 sv.lemma lemma_lines Lemmatization Swedish LemmatizerModel sv swe swe Living Individual
439 sv.lemma lemma_lines Lemmatization Swedish LemmatizerModel sv swe swe Living Individual
440 tl.lemma lemma_spacylookup Lemmatization Tagalog LemmatizerModel tl tgl tgl Living Individual
441 tl.embed.w2v_cc_300d w2v_cc_300d Embeddings Tagalog WordEmbeddingsModel tl tgl tgl Living Individual
442 tl.stopwords stopwords_iso Stop Words Removal Tagalog StopWordsCleaner tl tgl tgl Living Individual
443 tl.embed.roberta_tagalog_large roberta_embeddings_roberta_tagalog_large Embeddings Tagalog RoBertaEmbeddings tl tgl tgl Living Individual
444 tl.embed.roberta_tagalog_base roberta_embeddings_roberta_tagalog_base Embeddings Tagalog RoBertaEmbeddings tl tgl tgl Living Individual
445 tg.embed.w2v_cc_300d w2v_cc_300d Embeddings Tajik WordEmbeddingsModel tg tgk tgk Living Individual
446 ta.stopwords stopwords_iso Stop Words Removal Tamil StopWordsCleaner ta tam tam Living Individual
447 ta.embed.w2v_cc_300d w2v_cc_300d Embeddings Tamil WordEmbeddingsModel ta tam tam Living Individual
448 ta.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings Tamil BertEmbeddings ta tam tam Living Individual
449 tt.stopwords stopwords_iso Stop Words Removal Tatar StopWordsCleaner tt tat tat Living Individual
450 tt.embed.w2v_cc_300d w2v_cc_300d Embeddings Tatar WordEmbeddingsModel tt tat tat Living Individual
451 te.embed.indic_transformers_te_bert bert_embeddings_indic_transformers_te_bert Embeddings Telugu BertEmbeddings te tel tel Living Individual
452 te.embed.telugu_bertu bert_embeddings_telugu_bertu Embeddings Telugu BertEmbeddings te tel tel Living Individual
453 te.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings Telugu BertEmbeddings te tel tel Living Individual
454 te.embed.indic_transformers_te_roberta roberta_embeddings_indic_transformers_te_roberta Embeddings Telugu RoBertaEmbeddings te tel tel Living Individual
455 te.stopwords stopwords_iso Stop Words Removal Telugu StopWordsCleaner te tel tel Living Individual
456 te.lemma lemma_mtg Lemmatization Telugu LemmatizerModel te tel tel Living Individual
457 te.embed.w2v_cc_300d w2v_cc_300d Embeddings Telugu WordEmbeddingsModel te tel tel Living Individual
458