Model: jhu-clsp/mmBERT-small
Author: jhu-clsp
Pipeline: fill-mask
Library: transformers
Tags: transformers, pytorch, modernbert, fill-mask, aai, aak, aau, aaz, aba, abi, abk, abn, abq, abs, abt, abx, aby, abz, aca, acd, ace, acf, ach, acm, acn, acr, acu, ada, ade, adh, adi, adj, adl, ady, adz, aeb, aer, aeu, aey, afr, agd, agg, agm, agn, agr, agt, agu, agw, agx, aha, ahk, aia, aii, aim, ain, ajg, aji, ajz, akb, ake, akh, akp, alj, aln, alp, alq, als, alt, aly, alz, ame, amf, amh, ami, amk, amm, amn, amp, amr, amu, amx, ang, anm, ann, anp, anv, any, aoi, aoj, aom, aoz, apb, apc, ape, apn, apr, apt, apu, apw, apy, apz, arb, are, arg, arl, arn, arp, arq, ars, ary, arz, asg, asm, aso, ast, ata, atb, atd, atg, ati, atj, atq, att, auc, aui, auy, ava, avk, avn, avt, avu, awa, awb, awx, ayo, ayp, ayr, azb, azg, azj, azz, bak, bam, ban, bao, bar, bas, bav, bba, bbb, bbc, bbj, bbk, bbo, bbr, bch, bci, bcl, bco, bcw, bdd, bdh, bdq, bea, bef, bel, bem, ben, beq, bew, bex, bfd, bfo, bgr, bgs, bgt, bgz, bhg, bhl, bho, bhp, bhw, bhz, bib, big, bim, bin, bis, biu, biv, bjn, bjp, bjr, bjv, bkd, bkl, bkq, bku, bkv, bla, blh, blk, blw, blz, bmh, bmk, bmq, bmr, bmu, bmv, bno, bnp, boa, bod, boj, bom, bon, bos, bov, box, bpr, bps, bpy, bqc, bqj, bqp, bre, brh, bru, brx, bsc, bsn, bsp, bsq, bss, btd, bth, bts, btt, btx, bud, bug, buk, bul, bum, bus, bvc, bvd, bvr, bvz, bwd, bwi, bwq, bwu, bxh, bxr, byr, byv, byx, bzd, bzh, bzi, bzj, caa, cab, cac, caf, cag, cak, cao, cap, caq, car, cas, cat, cav, cax, cbc, cbi, cbk, cbr, cbs, cbt, cbu, cbv, cce, cco, ccp, ceb, ceg, cek, ces, cfm, cgc, cgg, cha, chd, che, chf, chj, chk, cho, chq, chr, chu, chv, chw, chz, cjk, cjo, cjp, cjs, cjv, ckb, cko, ckt, cle, clu, cly, cme, cmn, cmo, cmr, cnh, cni, cnk, cnl, cnt, cnw, coe, cof, cok, con, cop, cor, cos, cot, cou, cpa, cpb, cpc, cpu, cpy, crh, crj, crk, crl, crm, crn, crs, crt, crx, csb, csk, cso, csw, csy, cta, ctd, cto, ctp, ctu, cub, cuc, cui, cuk, cul, cut, cux, cwe, cwt, cya, cym, czt, daa, dad, daf, dag, dah, dak, dan, dar, ddg, ddn, ded, des, deu, dga, dgc, dgi, dgr, dgz, dhg, dhm, dhv, did, dig, dik, diq, dis, diu, div, dje, djk, djr, dks, dln, dng, dnj, dnw, dob, doi, dop, dos, dow, drg, dru, dsb, dtb, dtp, dts, dty, dua, due, dug, duo, dur, dwr, dww, dyi, dyo, dyu, dzo, ebk, efi, eka, ekk, eko, ell, emi, eml, emp, enb, enl, enm, enq, enx, epo, eri, ese, esi, esk, ess, esu, eto, etr, etu, eus, eve, ewe, ewo, ext, eza, faa, fad, fai, fal, fan, fao, far, fas, fat, ffm, fij, fil, fin, fit, fkv, fmu, fon, for, fra, frd, fro, frp, frr, fry, fub, fud, fue, fuf, fuh, fuq, fur, fuv, gaa, gag, gah, gai, gam, gaw, gaz, gbi, gbo, gbr, gcf, gcr, gde, gdg, gdn, gdr, geb, gej, gfk, ghs, gid, gil, giz, gjn, gkn, gla, gle, glg, glk, glv, gmh, gmv, gna, gnb, gnd, gng, gnn, gnw, goa, gof, gog, goh, gom, gor, gos, got, gqr, grc, grt, gso, gsw, gub, guc, gud, gug, guh, gui, guj, guk, gul, gum, gun, guo, guq, gur, guu, guw, gux, guz, gvc, gvf, gvl, gvn, gwi, gwr, gya, gym, gyr, hac, hae, hag, hak, hat, hav, haw, hay, hbo, hch, heb, heg, heh, her, hif, hig, hil, hin, hix, hla, hmo, hmr, hne, hnj, hnn, hns, hop, hot, hra, hrv, hrx, hsb, hto, hub, hui, hun, hus, huu, huv, hvn, hwc, hye, hyw, ian, iba, ibg, ibo, icr, ido, idu, ifa, ifb, ife, ifk, ifu, ify, ige, ign, ike, ikk, ikt, ikw, ilb, ile, ilo, imo, ina, inb, ind, inh, ino, iou, ipi, iqw, iri, irk, iry, isd, ish, isl, iso, ita, itv, ium, ivb, ivv, iws, ixl, izr, izz, jaa, jac, jae, jam, jav, jbo, jbu, jic, jiv, jmc, jpn, jra, jun, jvn, kaa, kab, kac, kak, kal, kam, kan, kao, kaq, kas, kat, kaz, kbc, kbd, kbh, kbm, kbo, kbp, kbq, kbr, kby, kca, kcg, kck, kdc, kde, kdh, kdi, kdj, kdl, kdr, kea, kei, kek, ken, keo, ker, kew, kez, kff, kgf, kgk, kgp, kgr, kha, khk, khm, khs, khz, kia, kij, kik, kin, kir, kiu, kix, kjb, kje, kjh, kjs, kkc, kki, kkj, kkl, kle, klt, klv, kmb, kmg, kmh, kmk, kmm, kmo, kmr, kms, kmu, kmy, knc, kne, knf, kng, knj, knk, kno, knv, knx, kny, kog, koi, koo, kor, kos, kpe, kpf, kpg, kpj, kpq, kpr, kpv, kpw, kpx, kpz, kqc, kqe, kqf, kql, kqn, kqo, kqp, kqs, kqw, kqy, krc, kri, krj, krl, kru, krx, ksb, ksc, ksd, ksf, ksh, ksj, ksp, ksr, kss, ksw, ktb, ktj, ktm, kto, ktu, ktz, kua, kub, kud, kue, kuj, kum, kup, kus, kvg, kvj, kvn, kwd, kwf, kwi, kwj, kwn, kwy, kxc, kxm, kxw, kyc, kyf, kyg, kyq, kyu, kyz, kze, kzf, kzj, lac, lad, lai, laj, lam, lao, lap, lat, lbb, lbe, lbj, lbk, lcm, lcp, ldi, ldn, lee, lef, leh, lem, leu, lew, lex, lez, lfn, lgg, lgl, lgm, lhi, lhu, lia, lid, lif, lij, lim, lin, lip, lis, lit, liv, ljp, lki, llb, lld, llg, lln, lmk, lmo, lmp, lnd, lob, loe, log, lok, lol, lom, loq, loz, lrc, lsi, lsm, ltg, ltz, lua, lub, luc, lud, lue, lug, lun, luo, lus, lvs, lwg, lwo, lww, lzh, maa, mad, maf, mag, mah, mai, maj, mak, mal, mam, maq, mar, mas, mau, mav, maw, maz, mbb, mbc, mbd, mbf, mbh, mbi, mbj, mbl, mbs, mbt, mca, mcb, mcd, mcf, mck, mcn, mco, mcp, mcq, mcu, mda, mdf, mdy, med, mee, mej, mek, men, meq, mer, met, meu, mev, mfe, mfg, mfh, mfi, mfk, mfq, mfy, mfz, mgc, mgh, mgo, mgr, mhi, mhl, mhr, mhw, mhx, mhy, mib, mic, mie, mif, mig, mih, mil, mim, min, mio, mip, miq, mir, mit, miy, miz, mjc, mjw, mkd, mkl, mkn, mks, mkz, mlh, mlp, mlt, mlu, mmn, mmo, mmx, mna, mnb, mnf, mni, mnk, mns, mnw, mnx, mny, moa, moc, mog, moh, mop, mor, mos, mox, mpg, mph, mpm, mpp, mps, mpt, mpx, mqb, mqj, mqy, mrg, mri, mrj, mrq, mrv, mrw, msb, msc, mse, msk, msy, mta, mtg, mti, mto, mtp, mua, mug, muh, mui, mup, mur, mus, mux, muy, mva, mvn, mvp, mwc, mwf, mwl, mwm, mwn, mwp, mwq, mwv, mww, mxb, mxp, mxq, mxt, mxv, mya, myb, myk, myu, myv, myw, myx, myy, mza, mzh, mzk, mzl, mzm, mzn, mzw, mzz, nab, naf, nah, nak, nap, naq, nas, nav, naw, nba, nbc, nbe, nbl, nbq, nbu, nca, nch, ncj, ncl, ncq, nct, ncu, ncx, ndc, nde, ndh, ndi, ndj, ndo, nds, ndz, neb, new, nfa, nfr, ngb, ngc, ngl, ngp, ngu, nhd, nhe, nhg, nhi, nhk, nho, nhr, nhu, nhw, nhx, nhy, nia, nif, nii, nij, nim, nin, nio, niu, niy, njb, njm, njn, njo, njz, nkf, nko, nld, nlg, nma, nmf, nmh, nmo, nmw, nmz, nnb, nng, nnh, nnl, nno, nnp, nnq, nnw, noa, nob, nod, nog, non, nop, not, nou, nov, nph, npi, npl, npo, npy, nqo, nre, nrf, nri, nrm, nsa, nse, nsm, nsn, nso, nss, nst, nsu, ntp, ntr, ntu, nuj, nus, nuy, nvm, nwb, nwi, nwx, nxd, nya, nyf, nyk, nyn, nyo, nyu, nyy, nza, nzi, nzm, obo, oci, ogo, ojb, oke, oku, okv, old, olo, omb, omw, ong, ons, ood, opm, orv, ory, oss, ota, otd, ote, otm, otn, oto, otq, ots, otw, oym, ozm, pab, pad, pag, pah, pam, pan, pao, pap, pau, pbb, pbc, pbi, pbt, pcd, pck, pcm, pdc, pdt, pem, pfe, pfl, phm, pib, pio, pir, pis, pjt, pkb, plg, pls, plt, plu, plw, pma, pmf, pmq, pms, pmx, pnb, pne, pnt, pny, poe, poh, poi, pol, pon, por, pos, pot, pov, poy, ppk, ppo, pps, prf, prg, pri, prq, pse, pss, ptp, ptu, pui, pwg, pwn, pww, pxm, qub, quc, quf, qug, quh, qul, qup, qus, quw, quy, quz, qva, qvc, qve, qvh, qvi, qvm, qvn, qvo, qvs, qvw, qvz, qwh, qxh, qxl, qxn, qxo, qxr, rad, rai, rap, rar, rav, raw, rcf, rej, rel, rgu, rhg, ria, rim, rjs, rkb, rmc, rme, rml, rmn, rmo, rmq, rmy, rnd, rng, rnl, roh, ron, roo, rop, row, rro, rtm, rub, rue, ruf, rug, run, rup, rus, rwo, sab, sag, sah, san, sas, sat, sba, sbd, sbe, sbl, sbs, sby, sck, scn, sco, sda, sdc, sdh, sdo, sdq, seh, ses, sey, sfw, sgb, sgc, sgh, sgs, sgw, sgz, shi, shk, shn, shp, shu, sid, sig, sil, sim, sin, sja, sjo, sju, skg, skr, sld, slk, sll, slv, sma, sme, smj, smk, sml, smn, smo, sms, smt, sna, snc, snd, snf, snn, snp, snw, sny, soe, som, sop, soq, sot, soy, spa, spl, spm, spp, sps, spy, srd, sri, srm, srn, srp, srq, srr, ssd, ssg, ssw, ssx, stn, stp, stq, sua, suc, sue, suk, sun, sur, sus, suz, swb, swc, swe, swg, swh, swk, swp, sxb, sxn, syb, syc, syl, szl, szy, tab, tac, tah, taj, tam, tap, taq, tar, tat, tav, taw, tay, tbc, tbg, tbk, tbl, tbo, tbw, tby, tbz, tca, tcc, tcf, tcs, tcy, tcz, ted, tee, tel, tem, teo, ter, tet, tew, tfr, tgk, tgo, tgp, tha, thk, thl, tif, tig, tih, tik, tim, tir, tiv, tiy, tke, tkl, tkr, tku, tlb, tlf, tlh, tlj, tll, tly, tmc, tmd, tna, tnc, tnk, tnn, tnp, tnr, tob, toc, tod, tog, toh, toi, toj, tok, ton, too, top, tos, tpa, tpi, tpm, tpp, tpt, tpw, tpz, tqo, trc, trn, tro, trp, trq, trs, trv, tsc, tsg, tsn, tso, tsw, tsz, ttc, tte, ttj, ttq, tuc, tue, tuf, tui, tuk, tul, tum, tuo, tur, tuv, tvk, tvl, twi, twu, twx, txq, txu, tyv, tzh, tzj, tzl, tzm, tzo, ubr, ubu, udm, udu, uig, ukr, umb, upv, ura, urb, urd, urh, uri, urk, urt, urw, ury, usa, usp, uth, uvh, uvl, uzn, uzs, vag, vap, var, vec, ven, vep, vid, vie, viv, vls, vmk, vmw, vmy, vol, vot, vro, vun, vut, waj, wal, wap, war, wat, way, wba, wbm, wbp, wed, wer, wes, wew, whg, whk, wib, wim, wiu, wln, wls, wlv, wlx, wmt, wmw, wnc, wnu, wob, wol, wos, wrk, wrs, wsg, wsk, wuu, wuv, wwa, xal, xav, xbi, xbr, xed, xho, xla, xmf, xmm, xmv, xnn, xog, xon, xrb, xsb, xsi, xsm, xsr, xsu, xtd, xtm, xtn, xuo, yaa, yad, yal, yam, yan, yao, yap, yaq, yat, yaz, ybb, yby, ycn, ydd, yim, yka, yle, yli, yml, yom, yon, yor, yrb, yre, yrk, yrl, yss, yua, yue, yuj, yup, yut, yuw, yuz, yva, zaa, zab, zac, zad, zae, zai, zam, zao, zar, zas, zat, zav, zaw, zca, zdj, zea, zgh, zia, ziw, zne, zom, zos, zpa, zpc, zpg, zpi, zpj, zpl, zpm, zpo, zpq, zpt, zpu, zpv, zpz, zsm, zsr, ztq, zty, zul, zyb, zyp, dataset:jhu-clsp/mmbert-decay, dataset:jhu-clsp/mmbert-midtraining, dataset:jhu-clsp/mmbert-pretrain-p1-fineweb2-langs, dataset:jhu-clsp/mmbert-pretrain-p2-fineweb2-remaining, dataset:jhu-clsp/mmbert-pretrain-p3-others, arxiv:2509.06888, license:mit, endpoints_compatible, region:us
Card metadata: license: mit
datasets: jhu-clsp/mmbert-decay, jhu-clsp/mmbert-midtraining, jhu-clsp/mmbert-pretrain-p1-fineweb2-langs, jhu-clsp/mmbert-pretrain-p2-fineweb2-remaining, jhu-clsp/mmbert-pretrain-p3-others
pipeline_tag: fill-mask
library_name: transformers
language: aai, aak, aau, aaz, aba, abi, abk, abn, abq, abs, abt, abx, aby, abz, aca, acd, ace, acf, ach, acm, acn, acr, acu, ada, ade, adh, adi, adj, adl, ady, adz, aeb, aer, aeu, aey, afr, agd, agg, agm, agn, agr, agt, agu, agw, agx, aha, ahk, aia, aii, aim, ain, ajg, aji, ajz, akb, ake, akh, akp, alj, aln, alp, alq, als, alt, aly, alz, ame, amf, amh, ami, amk, amm, amn, amp, amr, amu, amx, ang, anm, ann, anp, anv, any, aoi, aoj, aom, aoz, apb, apc, ape, apn, apr, apt, apu, apw, apy, apz, arb, are, arg, arl, arn, arp, arq, ars, ary, arz, asg, asm, aso, ast, ata, atb, atd, atg, ati, atj, atq, att, auc, aui, auy, ava, avk, avn, avt, avu, awa, awb, awx, ayo, ayp, ayr, azb, azg, azj, azz, bak, bam, ban, bao, bar, bas, bav, bba, bbb, bbc, bbj, bbk, bbo, bbr, bch, bci, bcl, bco, bcw, bdd, bdh, bdq, bea, bef, bel, bem, ben, beq, bew, bex, bfd, bfo, bgr, bgs, bgt, bgz, bhg, bhl, bho, bhp, bhw, bhz, bib, big, bim, bin, bis, biu, biv, bjn, bjp, bjr, bjv, bkd, bkl, bkq, bku, bkv, bla, blh, blk, blw, blz, bmh, bmk, bmq, bmr, bmu, bmv, bno, bnp, boa, bod, boj, bom, bon, bos, bov, box, bpr, bps, bpy, bqc, bqj, bqp, bre, brh, bru, brx, bsc, bsn, bsp, bsq, bss, btd, bth, bts, btt, btx, bud, bug, buk, bul, bum, bus, bvc, bvd, bvr, bvz, bwd, bwi, bwq, bwu, bxh, bxr, byr, byv, byx, bzd, bzh, bzi, bzj, caa, cab, cac, caf, cag, cak, cao, cap, caq, car, cas, cat, cav, cax, cbc, cbi, cbk, cbr, cbs, cbt, cbu, cbv, cce, cco, ccp, ceb, ceg, cek, ces, cfm, cgc, cgg, cha, chd, che, chf, chj, chk, cho, chq, chr, chu, chv, chw, chz, cjk, cjo, cjp, cjs, cjv, ckb, cko, ckt, cle, clu, cly, cme, cmn, cmo, cmr, cnh, cni, cnk, cnl, cnt, cnw, coe, cof, cok, con, cop, cor, cos, cot, cou, cpa, cpb, cpc, cpu, cpy, crh, crj, crk, crl, crm, crn, crs, crt, crx, csb, csk, cso, csw, csy, cta, ctd, cto, ctp, ctu, cub, cuc, cui, cuk, cul, cut, cux, cwe, cwt, cya, cym, czt, daa, dad, daf, dag, dah, dak, dan, dar, ddg, ddn, ded, des, deu, dga, dgc, dgi, dgr, dgz, dhg, dhm, dhv, did, dig, dik, diq, dis, diu, div, 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