| | --- |
| | license: cc-by-nc-sa-4.0 |
| | datasets: |
| | - espnet/yodas |
| | - facebook/voxpopuli |
| | - facebook/multilingual_librispeech |
| | - google/fleurs |
| | - openslr/librispeech_asr |
| | - speechcolab/gigaspeech |
| | - cheulyop/ksponspeech |
| | - espnet/mms_ulab_v2 |
| | library_name: espnet |
| | tags: |
| | - espnet |
| | - audio |
| | - speech |
| | - multilingual |
| | - automatic-speech-recognition |
| | language: |
| | - multilingual |
| | - aaa |
| | - aab |
| | - aac |
| | - aad |
| | - aaf |
| | - aai |
| | - aal |
| | - aao |
| | - aap |
| | - aar |
| | - aau |
| | - aaw |
| | - aaz |
| | - aba |
| | - abh |
| | - abi |
| | - abm |
| | - abn |
| | - abo |
| | - abr |
| | - abs |
| | - abt |
| | - abu |
| | - abz |
| | - aca |
| | - acd |
| | - ace |
| | - acf |
| | - ach |
| | - acm |
| | - acn |
| | - acq |
| | - acr |
| | - acu |
| | - acv |
| | - acw |
| | - acz |
| | - ada |
| | - add |
| | - ade |
| | - adh |
| | - adi |
| | - adj |
| | - adl |
| | - adn |
| | - ado |
| | - adq |
| | - adx |
| | - ady |
| | - adz |
| | - aeb |
| | - aec |
| | - aee |
| | - ael |
| | - aeu |
| | - aey |
| | - aez |
| | - afb |
| | - afe |
| | - afi |
| | - afo |
| | - afr |
| | - afu |
| | - afz |
| | - agb |
| | - agc |
| | - agd |
| | - age |
| | - agf |
| | - agg |
| | - agh |
| | - agi |
| | - agl |
| | - agn |
| | - agq |
| | - agr |
| | - ags |
| | - agt |
| | - agu |
| | - agw |
| | - agy |
| | - aha |
| | - ahb |
| | - ahg |
| | - ahk |
| | - ahl |
| | - ahp |
| | - ahr |
| | - ahs |
| | - aia |
| | - aif |
| | - aii |
| | - aik |
| | - aim |
| | - aio |
| | - aiw |
| | - aix |
| | - ajg |
| | - aji |
| | - akb |
| | - akc |
| | - akd |
| | - ake |
| | - akf |
| | - akg |
| | - akh |
| | - aki |
| | - akl |
| | - akp |
| | - akq |
| | - akr |
| | - aks |
| | - akt |
| | - akw |
| | - ala |
| | - ald |
| | - ale |
| | - alf |
| | - alh |
| | - alj |
| | - alk |
| | - all |
| | - aln |
| | - alp |
| | - alq |
| | - als |
| | - alt |
| | - alu |
| | - alw |
| | - alx |
| | - aly |
| | - alz |
| | - amb |
| | - amc |
| | - ame |
| | - amf |
| | - amh |
| | - ami |
| | - amk |
| | - amm |
| | - amn |
| | - amo |
| | - amr |
| | - amt |
| | - amu |
| | - anc |
| | - anf |
| | - anj |
| | - ank |
| | - anl |
| | - anm |
| | - ann |
| | - ano |
| | - anp |
| | - anr |
| | - anu |
| | - anv |
| | - anw |
| | - anx |
| | - any |
| | - aoe |
| | - aof |
| | - aog |
| | - aoi |
| | - aoj |
| | - aol |
| | - aom |
| | - aon |
| | - aot |
| | - aoz |
| | - apb |
| | - apc |
| | - apd |
| | - ape |
| | - apj |
| | - apm |
| | - apn |
| | - app |
| | - apr |
| | - apt |
| | - apu |
| | - apw |
| | - apy |
| | - apz |
| | - aqg |
| | - aqm |
| | - aqt |
| | - arb |
| | - are |
| | - arg |
| | - arh |
| | - arl |
| | - arn |
| | - aro |
| | - arp |
| | - arq |
| | - arr |
| | - arv |
| | - arw |
| | - arx |
| | - ary |
| | - arz |
| | - asa |
| | - asb |
| | - asc |
| | - asi |
| | - ask |
| | - asm |
| | - aso |
| | - asr |
| | - ass |
| | - asu |
| | - asy |
| | - ata |
| | - atb |
| | - atd |
| | - atg |
| | - ati |
| | - atk |
| | - ato |
| | - atp |
| | - atq |
| | - ats |
| | - att |
| | - atu |
| | - aty |
| | - auc |
| | - aug |
| | - aui |
| | - auk |
| | - aul |
| | - aun |
| | - aup |
| | - auq |
| | - auu |
| | - auy |
| | - ava |
| | - avd |
| | - avi |
| | - avl |
| | - avn |
| | - avt |
| | - avu |
| | - awa |
| | - awb |
| | - awe |
| | - awi |
| | - awn |
| | - awu |
| | - aww |
| | - axk |
| | - ayb |
| | - ayg |
| | - ayi |
| | - ayn |
| | - ayo |
| | - ayp |
| | - ayr |
| | - ayt |
| | - ayu |
| | - ayz |
| | - azb |
| | - azd |
| | - azg |
| | - azj |
| | - azm |
| | - azt |
| | - azz |
| | - baa |
| | - bab |
| | - bac |
| | - bag |
| | - bam |
| | - ban |
| | - bao |
| | - bap |
| | - bar |
| | - bas |
| | - bau |
| | - bav |
| | - baw |
| | - bax |
| | - bba |
| | - bbb |
| | - bbc |
| | - bbf |
| | - bbi |
| | - bbk |
| | - bbo |
| | - bbp |
| | - bbq |
| | - bbr |
| | - bbt |
| | - bbu |
| | - bbv |
| | - bbw |
| | - bby |
| | - bca |
| | - bcc |
| | - bcf |
| | - bcg |
| | - bci |
| | - bcj |
| | - bcl |
| | - bcn |
| | - bco |
| | - bcp |
| | - bcq |
| | - bcr |
| | - bcs |
| | - bcv |
| | - bcw |
| | - bcy |
| | - bcz |
| | - bda |
| | - bdb |
| | - bdd |
| | - bde |
| | - bdh |
| | - bdi |
| | - bdl |
| | - bdm |
| | - bdq |
| | - bdu |
| | - bdv |
| | - bdw |
| | - bea |
| | - bec |
| | - bee |
| | - bef |
| | - beh |
| | - bei |
| | - bej |
| | - bek |
| | - bel |
| | - bem |
| | - ben |
| | - beo |
| | - bep |
| | - beq |
| | - bet |
| | - beu |
| | - bev |
| | - bew |
| | - bex |
| | - bey |
| | - bez |
| | - bfa |
| | - bfb |
| | - bfd |
| | - bfe |
| | - bfg |
| | - bfh |
| | - bfj |
| | - bfm |
| | - bfo |
| | - bfq |
| | - bfr |
| | - bfs |
| | - bft |
| | - bfu |
| | - bfw |
| | - bfy |
| | - bfz |
| | - bga |
| | - bgc |
| | - bgd |
| | - bge |
| | - bgf |
| | - bgg |
| | - bgi |
| | - bgj |
| | - bgn |
| | - bgp |
| | - bgq |
| | - bgr |
| | - bgs |
| | - bgt |
| | - bgv |
| | - bgw |
| | - bgx |
| | - bgz |
| | - bha |
| | - bhb |
| | - bhd |
| | - bhf |
| | - bhg |
| | - bhh |
| | - bhi |
| | - bhj |
| | - bhl |
| | - bho |
| | - bhp |
| | - bhq |
| | - bhr |
| | - bhs |
| | - bht |
| | - bhu |
| | - bhw |
| | - bhx |
| | - bhy |
| | - bhz |
| | - bib |
| | - bid |
| | - bif |
| | - big |
| | - bil |
| | - bim |
| | - bin |
| | - bio |
| | - bip |
| | - bis |
| | - bit |
| | - biu |
| | - biv |
| | - bix |
| | - biy |
| | - biz |
| | - bja |
| | - bjc |
| | - bje |
| | - bjg |
| | - bjh |
| | - bji |
| | - bjj |
| | - bjk |
| | - bjn |
| | - bjo |
| | - bjp |
| | - bjr |
| | - bjt |
| | - bjx |
| | - bjz |
| | - bka |
| | - bkc |
| | - bkd |
| | - bkg |
| | - bkk |
| | - bkl |
| | - bkm |
| | - bkq |
| | - bkr |
| | - bks |
| | - bku |
| | - bkv |
| | - bkw |
| | - bkx |
| | - bky |
| | - bla |
| | - blb |
| | - blc |
| | - ble |
| | - blf |
| | - blh |
| | - bli |
| | - blk |
| | - blm |
| | - blo |
| | - blq |
| | - blr |
| | - blt |
| | - blw |
| | - bly |
| | - blz |
| | - bma |
| | - bmb |
| | - bmd |
| | - bmf |
| | - bmi |
| | - bmj |
| | - bmk |
| | - bmm |
| | - bmq |
| | - bmr |
| | - bmu |
| | - bmv |
| | - bni |
| | - bnj |
| | - bnm |
| | - bnn |
| | - bno |
| | - bnp |
| | - bns |
| | - bnv |
| | - bnx |
| | - boa |
| | - bob |
| | - bod |
| | - bof |
| | - boh |
| | - bol |
| | - bom |
| | - bon |
| | - boo |
| | - boq |
| | - bor |
| | - bos |
| | - bot |
| | - bou |
| | - bov |
| | - box |
| | - boz |
| | - bpa |
| | - bpe |
| | - bpn |
| | - bpp |
| | - bpr |
| | - bps |
| | - bpu |
| | - bpv |
| | - bpw |
| | - bpx |
| | - bpy |
| | - bpz |
| | - bqa |
| | - bqc |
| | - bqg |
| | - bqh |
| | - bqi |
| | - bqj |
| | - bqo |
| | - bqr |
| | - bqs |
| | - bqt |
| | - bqv |
| | - bqw |
| | - bqx |
| | - bra |
| | - brb |
| | - brd |
| | - bre |
| | - brf |
| | - brg |
| | - brh |
| | - bri |
| | - brl |
| | - brp |
| | - brq |
| | - brr |
| | - brt |
| | - bru |
| | - brv |
| | - brx |
| | - bsc |
| | - bse |
| | - bsf |
| | - bsh |
| | - bsi |
| | - bsk |
| | - bsn |
| | - bsp |
| | - bsq |
| | - bss |
| | - bst |
| | - bsy |
| | - bta |
| | - btd |
| | - bte |
| | - btg |
| | - btm |
| | - bts |
| | - btt |
| | - btu |
| | - btx |
| | - bub |
| | - bud |
| | - buf |
| | - bug |
| | - buh |
| | - bui |
| | - buj |
| | - buk |
| | - bul |
| | - bum |
| | - bun |
| | - buo |
| | - bus |
| | - buu |
| | - buw |
| | - bux |
| | - buz |
| | - bva |
| | - bvc |
| | - bvd |
| | - bvh |
| | - bvi |
| | - bvm |
| | - bvr |
| | - bvu |
| | - bvw |
| | - bvz |
| | - bwd |
| | - bwe |
| | - bwf |
| | - bwi |
| | - bwm |
| | - bwo |
| | - bwq |
| | - bwr |
| | - bws |
| | - bwt |
| | - bwu |
| | - bww |
| | - bwx |
| | - bxa |
| | - bxb |
| | - bxg |
| | - bxh |
| | - bxk |
| | - bxl |
| | - bxq |
| | - bxr |
| | - bxs |
| | - bya |
| | - byc |
| | - byd |
| | - bye |
| | - byj |
| | - byn |
| | - byo |
| | - byp |
| | - bys |
| | - byv |
| | - byx |
| | - byz |
| | - bza |
| | - bzd |
| | - bze |
| | - bzf |
| | - bzh |
| | - bzi |
| | - bzu |
| | - bzv |
| | - bzw |
| | - bzx |
| | - bzy |
| | - bzz |
| | - caa |
| | - cab |
| | - cac |
| | - cae |
| | - caf |
| | - cag |
| | - cak |
| | - can |
| | - cao |
| | - cap |
| | - caq |
| | - car |
| | - cas |
| | - cat |
| | - cav |
| | - cax |
| | - cay |
| | - caz |
| | - cbc |
| | - cbd |
| | - cbg |
| | - cbi |
| | - cbj |
| | - cbk |
| | - cbn |
| | - cbo |
| | - cbr |
| | - cbs |
| | - cbt |
| | - cbu |
| | - cbv |
| | - cce |
| | - ccg |
| | - cch |
| | - ccj |
| | - ccl |
| | - cco |
| | - ccp |
| | - cde |
| | - cdf |
| | - cdh |
| | - cdi |
| | - cdj |
| | - cdm |
| | - cdn |
| | - cdo |
| | - cdr |
| | - cdz |
| | - ceb |
| | - ceg |
| | - cek |
| | - ces |
| | - cfa |
| | - cfd |
| | - cfg |
| | - cfm |
| | - cgg |
| | - cgk |
| | - chb |
| | - chd |
| | - che |
| | - chf |
| | - chj |
| | - chk |
| | - chl |
| | - cho |
| | - chp |
| | - chq |
| | - chr |
| | - chw |
| | - chx |
| | - chy |
| | - cia |
| | - cib |
| | - cih |
| | - cik |
| | - cin |
| | - ciw |
| | - cja |
| | - cje |
| | - cjk |
| | - cjm |
| | - cjo |
| | - cjv |
| | - ckb |
| | - ckh |
| | - ckl |
| | - cko |
| | - ckt |
| | - cku |
| | - ckx |
| | - cky |
| | - cla |
| | - clc |
| | - cld |
| | - cle |
| | - cli |
| | - clj |
| | - clk |
| | - cll |
| | - clo |
| | - clt |
| | - clu |
| | - cly |
| | - cma |
| | - cme |
| | - cmn |
| | - cmo |
| | - cmr |
| | - cna |
| | - cnb |
| | - cnc |
| | - cnh |
| | - cni |
| | - cnk |
| | - cnl |
| | - cnq |
| | - cns |
| | - cnt |
| | - cnw |
| | - cob |
| | - coc |
| | - cod |
| | - cof |
| | - cog |
| | - coh |
| | - coj |
| | - com |
| | - con |
| | - cos |
| | - cou |
| | - cov |
| | - cox |
| | - coz |
| | - cpa |
| | - cpx |
| | - cqd |
| | - cra |
| | - crc |
| | - crh |
| | - crj |
| | - crk |
| | - crn |
| | - cro |
| | - crq |
| | - crt |
| | - crv |
| | - crw |
| | - crx |
| | - cry |
| | - csa |
| | - csh |
| | - csk |
| | - cso |
| | - csy |
| | - cta |
| | - ctd |
| | - cte |
| | - ctg |
| | - ctl |
| | - cto |
| | - ctp |
| | - ctt |
| | - ctu |
| | - ctz |
| | - cua |
| | - cub |
| | - cuc |
| | - cui |
| | - cuk |
| | - cul |
| | - cut |
| | - cuv |
| | - cux |
| | - cvg |
| | - cvn |
| | - cya |
| | - cyb |
| | - cym |
| | - cyo |
| | - czh |
| | - czn |
| | - czt |
| | - daa |
| | - dad |
| | - dag |
| | - dai |
| | - dak |
| | - dan |
| | - dao |
| | - daq |
| | - das |
| | - dav |
| | - daw |
| | - dax |
| | - dbb |
| | - dbd |
| | - dbi |
| | - dbj |
| | - dbm |
| | - dbn |
| | - dbq |
| | - dbv |
| | - dby |
| | - dcc |
| | - dde |
| | - ddg |
| | - ddn |
| | - dee |
| | - def |
| | - deg |
| | - deh |
| | - dei |
| | - dem |
| | - der |
| | - deu |
| | - dez |
| | - dga |
| | - dgc |
| | - dgd |
| | - dge |
| | - dgg |
| | - dgh |
| | - dgi |
| | - dgo |
| | - dgr |
| | - dgx |
| | - dgz |
| | - dhd |
| | - dhg |
| | - dhi |
| | - dhm |
| | - dhn |
| | - dho |
| | - dhv |
| | - dhw |
| | - dia |
| | - dib |
| | - did |
| | - dig |
| | - dih |
| | - dij |
| | - dik |
| | - dil |
| | - dim |
| | - dio |
| | - dip |
| | - dir |
| | - dis |
| | - diu |
| | - div |
| | - diw |
| | - diz |
| | - djc |
| | - dje |
| | - djk |
| | - djm |
| | - djn |
| | - djo |
| | - djr |
| | - dka |
| | - dks |
| | - dkx |
| | - dln |
| | - dma |
| | - dme |
| | - dmg |
| | - dmo |
| | - dmr |
| | - dms |
| | - dmw |
| | - dna |
| | - dnd |
| | - dni |
| | - dnj |
| | - dnn |
| | - dnw |
| | - dny |
| | - doa |
| | - dob |
| | - dof |
| | - doo |
| | - dop |
| | - dor |
| | - dos |
| | - dot |
| | - dow |
| | - dox |
| | - doy |
| | - doz |
| | - drd |
| | - dre |
| | - drg |
| | - dri |
| | - drs |
| | - dru |
| | - dry |
| | - dsh |
| | - dsn |
| | - dsq |
| | - dta |
| | - dtb |
| | - dtm |
| | - dtp |
| | - dts |
| | - dty |
| | - dua |
| | - dub |
| | - duc |
| | - due |
| | - dug |
| | - duh |
| | - dun |
| | - duq |
| | - dur |
| | - dus |
| | - duu |
| | - duv |
| | - duw |
| | - dva |
| | - dwa |
| | - dwr |
| | - dwu |
| | - dww |
| | - dwy |
| | - dwz |
| | - dya |
| | - dyg |
| | - dyi |
| | - dyo |
| | - dyu |
| | - dza |
| | - dzg |
| | - dzl |
| | - dzo |
| | - ebo |
| | - ebr |
| | - ebu |
| | - efi |
| | - ega |
| | - ego |
| | - eip |
| | - eit |
| | - eja |
| | - eka |
| | - ekg |
| | - ekl |
| | - ekp |
| | - ekr |
| | - eky |
| | - elk |
| | - ell |
| | - elm |
| | - ema |
| | - emb |
| | - eme |
| | - emg |
| | - emk |
| | - emn |
| | - emp |
| | - ems |
| | - ena |
| | - enb |
| | - end |
| | - eng |
| | - enl |
| | - enn |
| | - enq |
| | - env |
| | - enx |
| | - eot |
| | - epi |
| | - erg |
| | - erh |
| | - erk |
| | - ert |
| | - ese |
| | - esg |
| | - esh |
| | - esi |
| | - esk |
| | - ess |
| | - esu |
| | - etn |
| | - eto |
| | - etr |
| | - ets |
| | - etu |
| | - etx |
| | - eus |
| | - eve |
| | - evn |
| | - ewe |
| | - ewo |
| | - eyo |
| | - eza |
| | - eze |
| | - faa |
| | - fai |
| | - fak |
| | - fal |
| | - fan |
| | - fap |
| | - far |
| | - fat |
| | - fay |
| | - ffm |
| | - fie |
| | - fij |
| | - fin |
| | - fir |
| | - fla |
| | - fli |
| | - fll |
| | - flr |
| | - fod |
| | - foi |
| | - fon |
| | - for |
| | - fqs |
| | - fra |
| | - frc |
| | - frd |
| | - fry |
| | - fub |
| | - fuc |
| | - fue |
| | - fuf |
| | - fuh |
| | - fun |
| | - fuq |
| | - fut |
| | - fuu |
| | - fuv |
| | - fuy |
| | - fvr |
| | - fwe |
| | - gaa |
| | - gab |
| | - gad |
| | - gae |
| | - gaf |
| | - gah |
| | - gai |
| | - gaj |
| | - gaq |
| | - gar |
| | - gas |
| | - gau |
| | - gaw |
| | - gax |
| | - gaz |
| | - gbe |
| | - gbg |
| | - gbh |
| | - gbi |
| | - gbk |
| | - gbl |
| | - gbm |
| | - gbn |
| | - gbo |
| | - gbr |
| | - gbv |
| | - gby |
| | - gbz |
| | - gcd |
| | - gcf |
| | - gcn |
| | - gcr |
| | - gdb |
| | - gde |
| | - gdf |
| | - gdl |
| | - gdn |
| | - gdr |
| | - gdu |
| | - gdx |
| | - gea |
| | - geb |
| | - gec |
| | - ged |
| | - geg |
| | - gej |
| | - gek |
| | - gel |
| | - gew |
| | - gfk |
| | - gga |
| | - ggb |
| | - ggg |
| | - ggu |
| | - ggw |
| | - ghe |
| | - ghk |
| | - ghl |
| | - ghn |
| | - ghr |
| | - ghs |
| | - gia |
| | - gid |
| | - gig |
| | - gil |
| | - gim |
| | - gis |
| | - git |
| | - giw |
| | - giz |
| | - gjk |
| | - gjn |
| | - gju |
| | - gkn |
| | - gkp |
| | - gla |
| | - gle |
| | - glg |
| | - glh |
| | - glj |
| | - glk |
| | - glo |
| | - glr |
| | - glw |
| | - gmb |
| | - gmm |
| | - gmv |
| | - gmz |
| | - gna |
| | - gnb |
| | - gnd |
| | - gng |
| | - gni |
| | - gnk |
| | - gnm |
| | - gnn |
| | - gno |
| | - gnu |
| | - gnw |
| | - goa |
| | - gof |
| | - gog |
| | - goj |
| | - gok |
| | - gol |
| | - gom |
| | - gop |
| | - gor |
| | - gou |
| | - gow |
| | - gox |
| | - goz |
| | - gpa |
| | - gqa |
| | - gra |
| | - grd |
| | - grh |
| | - gri |
| | - grj |
| | - gro |
| | - grs |
| | - grt |
| | - gru |
| | - grv |
| | - grx |
| | - gry |
| | - gsw |
| | - gua |
| | - gub |
| | - guc |
| | - gud |
| | - gue |
| | - guf |
| | - gug |
| | - guh |
| | - gui |
| | - guj |
| | - guk |
| | - gul |
| | - gum |
| | - gun |
| | - guo |
| | - gup |
| | - guq |
| | - gur |
| | - gut |
| | - guu |
| | - guw |
| | - gux |
| | - guz |
| | - gvc |
| | - gvf |
| | - gvj |
| | - gvn |
| | - gvo |
| | - gvp |
| | - gvr |
| | - gvs |
| | - gwa |
| | - gwd |
| | - gwi |
| | - gwn |
| | - gwr |
| | - gwt |
| | - gww |
| | - gxx |
| | - gya |
| | - gyd |
| | - gym |
| | - gyr |
| | - gyz |
| | - haa |
| | - hac |
| | - had |
| | - hae |
| | - hag |
| | - hah |
| | - haj |
| | - hak |
| | - hal |
| | - haq |
| | - har |
| | - has |
| | - hat |
| | - hau |
| | - hav |
| | - haw |
| | - hay |
| | - haz |
| | - hbb |
| | - hbn |
| | - hca |
| | - hch |
| | - hdn |
| | - hdy |
| | - hea |
| | - heb |
| | - hed |
| | - heg |
| | - heh |
| | - hei |
| | - her |
| | - hgm |
| | - hgw |
| | - hia |
| | - hid |
| | - hif |
| | - hig |
| | - hii |
| | - hil |
| | - hin |
| | - hio |
| | - hix |
| | - hkk |
| | - hla |
| | - hlb |
| | - hld |
| | - hlt |
| | - hmb |
| | - hmd |
| | - hmg |
| | - hmj |
| | - hml |
| | - hmo |
| | - hmr |
| | - hms |
| | - hmt |
| | - hmw |
| | - hmz |
| | - hna |
| | - hnd |
| | - hne |
| | - hni |
| | - hnj |
| | - hnn |
| | - hno |
| | - hns |
| | - hoa |
| | - hoc |
| | - hoe |
| | - hoj |
| | - hol |
| | - hoo |
| | - hop |
| | - hot |
| | - how |
| | - hoy |
| | - hra |
| | - hre |
| | - hrm |
| | - hru |
| | - hrv |
| | - hsn |
| | - hto |
| | - hts |
| | - hub |
| | - huc |
| | - hue |
| | - huf |
| | - huh |
| | - hui |
| | - hul |
| | - hum |
| | - hun |
| | - hup |
| | - hur |
| | - hus |
| | - hut |
| | - huv |
| | - hux |
| | - hve |
| | - hvn |
| | - hvv |
| | - hwo |
| | - hye |
| | - hyw |
| | - iai |
| | - ian |
| | - iar |
| | - iba |
| | - ibb |
| | - ibd |
| | - ibg |
| | - ibl |
| | - ibm |
| | - ibo |
| | - iby |
| | - ica |
| | - ich |
| | - icr |
| | - ida |
| | - idi |
| | - idu |
| | - ifa |
| | - ifb |
| | - ife |
| | - ifk |
| | - ifm |
| | - ifu |
| | - ify |
| | - igb |
| | - ige |
| | - igl |
| | - ign |
| | - ihp |
| | - iii |
| | - ijc |
| | - ijj |
| | - ijn |
| | - ijs |
| | - ike |
| | - iki |
| | - ikk |
| | - iko |
| | - ikt |
| | - ikw |
| | - ikx |
| | - ilb |
| | - ilk |
| | - ilo |
| | - ilp |
| | - ilu |
| | - imo |
| | - ind |
| | - inj |
| | - ino |
| | - int |
| | - ior |
| | - iow |
| | - ipo |
| | - iqu |
| | - iqw |
| | - iri |
| | - irk |
| | - irn |
| | - irr |
| | - iru |
| | - irx |
| | - iry |
| | - isd |
| | - ish |
| | - isi |
| | - isk |
| | - isl |
| | - isn |
| | - iso |
| | - isu |
| | - ita |
| | - itd |
| | - ite |
| | - iti |
| | - ito |
| | - itr |
| | - its |
| | - itt |
| | - itv |
| | - ity |
| | - itz |
| | - ium |
| | - ivb |
| | - ivv |
| | - iwm |
| | - iws |
| | - ixl |
| | - iyo |
| | - iyx |
| | - izr |
| | - izz |
| | - jaa |
| | - jab |
| | - jac |
| | - jad |
| | - jaf |
| | - jam |
| | - jao |
| | - jaq |
| | - jat |
| | - jav |
| | - jax |
| | - jbj |
| | - jbm |
| | - jbu |
| | - jda |
| | - jdg |
| | - jeb |
| | - jeh |
| | - jei |
| | - jen |
| | - jer |
| | - jge |
| | - jgk |
| | - jib |
| | - jic |
| | - jid |
| | - jig |
| | - jio |
| | - jit |
| | - jiu |
| | - jiv |
| | - jiy |
| | - jkp |
| | - jkr |
| | - jku |
| | - jle |
| | - jma |
| | - jmb |
| | - jmc |
| | - jmd |
| | - jmi |
| | - jml |
| | - jmn |
| | - jmr |
| | - jms |
| | - jmx |
| | - jna |
| | - jnd |
| | - jni |
| | - jnj |
| | - jnl |
| | - jns |
| | - job |
| | - jog |
| | - jow |
| | - jpn |
| | - jqr |
| | - jra |
| | - jrt |
| | - jru |
| | - jub |
| | - juk |
| | - jul |
| | - jum |
| | - jun |
| | - juo |
| | - jup |
| | - jwi |
| | - jya |
| | - kaa |
| | - kab |
| | - kac |
| | - kad |
| | - kai |
| | - kaj |
| | - kak |
| | - kal |
| | - kam |
| | - kan |
| | - kao |
| | - kap |
| | - kaq |
| | - kas |
| | - kat |
| | - kay |
| | - kaz |
| | - kbb |
| | - kbc |
| | - kbd |
| | - kbh |
| | - kbj |
| | - kbl |
| | - kbm |
| | - kbo |
| | - kbp |
| | - kbq |
| | - kbr |
| | - kbv |
| | - kbx |
| | - kby |
| | - kbz |
| | - kcc |
| | - kcd |
| | - kce |
| | - kcf |
| | - kcg |
| | - kch |
| | - kci |
| | - kcj |
| | - kck |
| | - kcl |
| | - kcq |
| | - kcr |
| | - kcs |
| | - kcv |
| | - kcx |
| | - kdd |
| | - kde |
| | - kdh |
| | - kdi |
| | - kdj |
| | - kdl |
| | - kdm |
| | - kdp |
| | - kdq |
| | - kdt |
| | - kdu |
| | - kdx |
| | - kdy |
| | - kdz |
| | - kea |
| | - keb |
| | - kee |
| | - kef |
| | - kei |
| | - kej |
| | - kek |
| | - kel |
| | - kem |
| | - ken |
| | - keo |
| | - kep |
| | - ker |
| | - keu |
| | - kev |
| | - kex |
| | - key |
| | - kez |
| | - kfa |
| | - kfb |
| | - kfc |
| | - kfd |
| | - kfe |
| | - kff |
| | - kfg |
| | - kfh |
| | - kfi |
| | - kfk |
| | - kfm |
| | - kfo |
| | - kfp |
| | - kfq |
| | - kfr |
| | - kfs |
| | - kft |
| | - kfu |
| | - kfv |
| | - kfx |
| | - kfy |
| | - kfz |
| | - kga |
| | - kgb |
| | - kge |
| | - kgj |
| | - kgk |
| | - kgo |
| | - kgp |
| | - kgq |
| | - kgr |
| | - kgy |
| | - kha |
| | - khb |
| | - khc |
| | - khe |
| | - khg |
| | - khj |
| | - khk |
| | - khl |
| | - khm |
| | - khn |
| | - khq |
| | - khr |
| | - khs |
| | - kht |
| | - khu |
| | - khw |
| | - khy |
| | - khz |
| | - kia |
| | - kib |
| | - kic |
| | - kid |
| | - kie |
| | - kif |
| | - kih |
| | - kij |
| | - kik |
| | - kil |
| | - kin |
| | - kio |
| | - kip |
| | - kir |
| | - kis |
| | - kit |
| | - kiu |
| | - kiw |
| | - kix |
| | - kjb |
| | - kjc |
| | - kjd |
| | - kje |
| | - kjg |
| | - kji |
| | - kjl |
| | - kjo |
| | - kjp |
| | - kjq |
| | - kjr |
| | - kjs |
| | - kjt |
| | - kkc |
| | - kkd |
| | - kkf |
| | - kkh |
| | - kkj |
| | - kkk |
| | - kkn |
| | - kks |
| | - kku |
| | - kky |
| | - kkz |
| | - kla |
| | - klb |
| | - kle |
| | - klg |
| | - kli |
| | - klk |
| | - klo |
| | - klq |
| | - klr |
| | - kls |
| | - klu |
| | - klv |
| | - klw |
| | - klx |
| | - klz |
| | - kma |
| | - kmb |
| | - kmc |
| | - kmh |
| | - kmi |
| | - kmj |
| | - kmk |
| | - kml |
| | - kmm |
| | - kmn |
| | - kmo |
| | - kmp |
| | - kmq |
| | - kmr |
| | - kms |
| | - kmt |
| | - kmu |
| | - kmw |
| | - kmy |
| | - kmz |
| | - kna |
| | - knc |
| | - knd |
| | - kne |
| | - knf |
| | - kng |
| | - kni |
| | - knj |
| | - knk |
| | - knl |
| | - knm |
| | - knn |
| | - kno |
| | - knp |
| | - knt |
| | - knu |
| | - knv |
| | - knw |
| | - knx |
| | - kny |
| | - knz |
| | - kod |
| | - koe |
| | - kof |
| | - koh |
| | - koi |
| | - kol |
| | - koo |
| | - kor |
| | - kos |
| | - kot |
| | - kow |
| | - kpa |
| | - kpb |
| | - kpc |
| | - kph |
| | - kpj |
| | - kpk |
| | - kpl |
| | - kpm |
| | - kpo |
| | - kpq |
| | - kpr |
| | - kps |
| | - kpw |
| | - kpx |
| | - kpz |
| | - kqa |
| | - kqb |
| | - kqc |
| | - kqe |
| | - kqf |
| | - kqi |
| | - kqj |
| | - kqk |
| | - kql |
| | - kqm |
| | - kqn |
| | - kqo |
| | - kqp |
| | - kqs |
| | - kqw |
| | - kqy |
| | - kra |
| | - krc |
| | - krf |
| | - krh |
| | - kri |
| | - krj |
| | - krn |
| | - krp |
| | - krr |
| | - krs |
| | - kru |
| | - krv |
| | - krw |
| | - krx |
| | - ksb |
| | - ksd |
| | - ksf |
| | - ksg |
| | - ksi |
| | - ksj |
| | - ksm |
| | - ksn |
| | - ksp |
| | - kss |
| | - kst |
| | - ksu |
| | - ksv |
| | - ksw |
| | - ktb |
| | - ktc |
| | - ktf |
| | - ktm |
| | - ktn |
| | - ktp |
| | - ktu |
| | - ktv |
| | - kty |
| | - ktz |
| | - kua |
| | - kub |
| | - kud |
| | - kue |
| | - kuh |
| | - kui |
| | - kuj |
| | - kul |
| | - kun |
| | - kup |
| | - kus |
| | - kuy |
| | - kvb |
| | - kvd |
| | - kvf |
| | - kvg |
| | - kvi |
| | - kvj |
| | - kvl |
| | - kvm |
| | - kvn |
| | - kvo |
| | - kvq |
| | - kvr |
| | - kvt |
| | - kvu |
| | - kvv |
| | - kvw |
| | - kvx |
| | - kvy |
| | - kwa |
| | - kwb |
| | - kwc |
| | - kwd |
| | - kwe |
| | - kwf |
| | - kwg |
| | - kwi |
| | - kwj |
| | - kwk |
| | - kwl |
| | - kwn |
| | - kwo |
| | - kws |
| | - kwt |
| | - kwu |
| | - kwv |
| | - kwx |
| | - kxb |
| | - kxc |
| | - kxf |
| | - kxh |
| | - kxj |
| | - kxm |
| | - kxn |
| | - kxp |
| | - kxv |
| | - kxw |
| | - kxx |
| | - kxz |
| | - kyb |
| | - kyc |
| | - kye |
| | - kyf |
| | - kyg |
| | - kyh |
| | - kyk |
| | - kyo |
| | - kyq |
| | - kys |
| | - kyu |
| | - kyv |
| | - kyy |
| | - kyz |
| | - kza |
| | - kzc |
| | - kzf |
| | - kzi |
| | - kzm |
| | - kzq |
| | - kzr |
| | - kzs |
| | - laa |
| | - lac |
| | - lad |
| | - lae |
| | - lag |
| | - lai |
| | - laj |
| | - lal |
| | - lam |
| | - lan |
| | - lao |
| | - lar |
| | - las |
| | - law |
| | - lax |
| | - lbf |
| | - lbj |
| | - lbk |
| | - lbm |
| | - lbn |
| | - lbo |
| | - lbq |
| | - lbr |
| | - lbu |
| | - lbw |
| | - lbx |
| | - lcc |
| | - lch |
| | - lcm |
| | - lcp |
| | - ldb |
| | - ldg |
| | - ldi |
| | - ldj |
| | - ldk |
| | - ldl |
| | - ldm |
| | - ldo |
| | - ldp |
| | - ldq |
| | - lea |
| | - lec |
| | - led |
| | - lee |
| | - lef |
| | - leh |
| | - lek |
| | - lel |
| | - lem |
| | - lep |
| | - leq |
| | - ler |
| | - les |
| | - leu |
| | - lev |
| | - lew |
| | - lex |
| | - lez |
| | - lga |
| | - lgg |
| | - lgl |
| | - lgm |
| | - lgq |
| | - lgr |
| | - lgt |
| | - lgu |
| | - lhi |
| | - lhl |
| | - lhm |
| | - lhp |
| | - lht |
| | - lhu |
| | - lia |
| | - lic |
| | - lie |
| | - lif |
| | - lig |
| | - lih |
| | - lik |
| | - lil |
| | - lin |
| | - lip |
| | - liq |
| | - lir |
| | - lis |
| | - lit |
| | - liu |
| | - liw |
| | - liz |
| | - lje |
| | - ljp |
| | - lkh |
| | - lki |
| | - lkn |
| | - lkr |
| | - lkt |
| | - lky |
| | - lla |
| | - llc |
| | - lle |
| | - llg |
| | - lln |
| | - llp |
| | - llu |
| | - lma |
| | - lmd |
| | - lme |
| | - lmg |
| | - lmi |
| | - lmk |
| | - lml |
| | - lmn |
| | - lmp |
| | - lmu |
| | - lmx |
| | - lmy |
| | - lna |
| | - lnd |
| | - lns |
| | - lnu |
| | - loa |
| | - lob |
| | - loe |
| | - log |
| | - loh |
| | - lok |
| | - lol |
| | - lom |
| | - lop |
| | - loq |
| | - lor |
| | - los |
| | - lot |
| | - loy |
| | - loz |
| | - lpa |
| | - lpn |
| | - lpo |
| | - lra |
| | - lrc |
| | - lri |
| | - lrk |
| | - lrl |
| | - lrm |
| | - lro |
| | - lse |
| | - lsh |
| | - lsi |
| | - lsm |
| | - lsr |
| | - lti |
| | - ltz |
| | - lua |
| | - lub |
| | - luc |
| | - lue |
| | - lug |
| | - lui |
| | - luj |
| | - lul |
| | - lum |
| | - lun |
| | - luo |
| | - lup |
| | - lur |
| | - lus |
| | - luz |
| | - lva |
| | - lvk |
| | - lvs |
| | - lwg |
| | - lwl |
| | - lwo |
| | - lyg |
| | - lyn |
| | - lzz |
| | - maa |
| | - mab |
| | - mad |
| | - mae |
| | - maf |
| | - mag |
| | - mah |
| | - mai |
| | - maj |
| | - mak |
| | - mal |
| | - mam |
| | - mar |
| | - mas |
| | - mat |
| | - mau |
| | - mav |
| | - maw |
| | - max |
| | - maz |
| | - mbb |
| | - mbc |
| | - mbd |
| | - mbf |
| | - mbh |
| | - mbi |
| | - mbj |
| | - mbl |
| | - mbm |
| | - mbo |
| | - mbp |
| | - mbq |
| | - mbs |
| | - mbt |
| | - mbu |
| | - mbv |
| | - mbx |
| | - mbz |
| | - mca |
| | - mcc |
| | - mcd |
| | - mcf |
| | - mch |
| | - mck |
| | - mcn |
| | - mco |
| | - mcp |
| | - mcq |
| | - mcr |
| | - mcs |
| | - mct |
| | - mcu |
| | - mcw |
| | - mda |
| | - mdb |
| | - mdd |
| | - mde |
| | - mdh |
| | - mdj |
| | - mdk |
| | - mdm |
| | - mdn |
| | - mdr |
| | - mds |
| | - mdt |
| | - mdu |
| | - mdw |
| | - mdy |
| | - mea |
| | - med |
| | - mef |
| | - meh |
| | - mej |
| | - mek |
| | - men |
| | - mep |
| | - mer |
| | - meu |
| | - mev |
| | - mey |
| | - mez |
| | - mfa |
| | - mfb |
| | - mfc |
| | - mfd |
| | - mfe |
| | - mfg |
| | - mfh |
| | - mfi |
| | - mfj |
| | - mfk |
| | - mfl |
| | - mfm |
| | - mfn |
| | - mfo |
| | - mfq |
| | - mfv |
| | - mfy |
| | - mfz |
| | - mgb |
| | - mgc |
| | - mgd |
| | - mgf |
| | - mgg |
| | - mgh |
| | - mgi |
| | - mgk |
| | - mgl |
| | - mgm |
| | - mgo |
| | - mgp |
| | - mgr |
| | - mgu |
| | - mgw |
| | - mhc |
| | - mhi |
| | - mhk |
| | - mhl |
| | - mho |
| | - mhp |
| | - mhs |
| | - mhu |
| | - mhw |
| | - mhx |
| | - mhy |
| | - mhz |
| | - mib |
| | - mic |
| | - mie |
| | - mif |
| | - mig |
| | - mih |
| | - mii |
| | - mij |
| | - mil |
| | - mim |
| | - min |
| | - mio |
| | - mip |
| | - miq |
| | - mir |
| | - mit |
| | - miu |
| | - mix |
| | - miy |
| | - miz |
| | - mjc |
| | - mjg |
| | - mji |
| | - mjl |
| | - mjs |
| | - mjt |
| | - mjv |
| | - mjw |
| | - mjx |
| | - mjz |
| | - mkb |
| | - mkc |
| | - mkd |
| | - mke |
| | - mkf |
| | - mkg |
| | - mki |
| | - mkk |
| | - mkl |
| | - mkn |
| | - mks |
| | - mku |
| | - mkw |
| | - mkz |
| | - mla |
| | - mle |
| | - mlf |
| | - mlk |
| | - mlm |
| | - mln |
| | - mlq |
| | - mls |
| | - mlt |
| | - mlu |
| | - mlv |
| | - mlw |
| | - mlx |
| | - mma |
| | - mmc |
| | - mmd |
| | - mme |
| | - mmg |
| | - mmh |
| | - mml |
| | - mmm |
| | - mmn |
| | - mmp |
| | - mmx |
| | - mmy |
| | - mmz |
| | - mnb |
| | - mne |
| | - mnf |
| | - mng |
| | - mni |
| | - mnj |
| | - mnk |
| | - mnl |
| | - mnm |
| | - mnp |
| | - mnu |
| | - mnv |
| | - mnw |
| | - mnx |
| | - mnz |
| | - moa |
| | - moc |
| | - moe |
| | - mog |
| | - moh |
| | - moi |
| | - moj |
| | - mop |
| | - mor |
| | - mos |
| | - mot |
| | - mov |
| | - mox |
| | - moy |
| | - moz |
| | - mpc |
| | - mpd |
| | - mpe |
| | - mpg |
| | - mph |
| | - mpj |
| | - mpm |
| | - mpn |
| | - mpq |
| | - mpr |
| | - mps |
| | - mpt |
| | - mpx |
| | - mqg |
| | - mqh |
| | - mqj |
| | - mql |
| | - mqn |
| | - mqu |
| | - mqx |
| | - mqz |
| | - mrd |
| | - mrf |
| | - mrg |
| | - mrh |
| | - mri |
| | - mrl |
| | - mrm |
| | - mrn |
| | - mro |
| | - mrp |
| | - mrq |
| | - mrr |
| | - mrt |
| | - mrw |
| | - mrz |
| | - msc |
| | - mse |
| | - msg |
| | - msh |
| | - msi |
| | - msj |
| | - msk |
| | - msl |
| | - msm |
| | - msn |
| | - msw |
| | - msy |
| | - mta |
| | - mtb |
| | - mtd |
| | - mte |
| | - mtf |
| | - mtg |
| | - mti |
| | - mtk |
| | - mtl |
| | - mto |
| | - mtp |
| | - mtq |
| | - mtr |
| | - mtt |
| | - mtu |
| | - mua |
| | - mug |
| | - muh |
| | - mui |
| | - muk |
| | - mum |
| | - muo |
| | - mup |
| | - mur |
| | - mus |
| | - mut |
| | - muv |
| | - muy |
| | - muz |
| | - mva |
| | - mve |
| | - mvf |
| | - mvg |
| | - mvn |
| | - mvo |
| | - mvp |
| | - mvv |
| | - mvz |
| | - mwa |
| | - mwc |
| | - mwe |
| | - mwf |
| | - mwg |
| | - mwi |
| | - mwm |
| | - mwn |
| | - mwp |
| | - mwq |
| | - mwt |
| | - mwv |
| | - mww |
| | - mxa |
| | - mxb |
| | - mxd |
| | - mxe |
| | - mxh |
| | - mxj |
| | - mxl |
| | - mxm |
| | - mxn |
| | - mxp |
| | - mxq |
| | - mxs |
| | - mxt |
| | - mxu |
| | - mxv |
| | - mxx |
| | - mxy |
| | - mya |
| | - myb |
| | - mye |
| | - myh |
| | - myk |
| | - myl |
| | - mym |
| | - myp |
| | - myu |
| | - myw |
| | - myx |
| | - myy |
| | - mza |
| | - mzb |
| | - mzi |
| | - mzj |
| | - mzk |
| | - mzl |
| | - mzm |
| | - mzn |
| | - mzp |
| | - mzq |
| | - mzr |
| | - mzv |
| | - mzw |
| | - mzz |
| | - nab |
| | - nac |
| | - nag |
| | - naj |
| | - nak |
| | - nal |
| | - nan |
| | - nao |
| | - nap |
| | - naq |
| | - nar |
| | - nas |
| | - nat |
| | - nau |
| | - nav |
| | - naw |
| | - naz |
| | - nba |
| | - nbb |
| | - nbc |
| | - nbe |
| | - nbh |
| | - nbi |
| | - nbl |
| | - nbm |
| | - nbn |
| | - nbp |
| | - nbq |
| | - nbr |
| | - nbu |
| | - nbv |
| | - ncb |
| | - nce |
| | - ncf |
| | - ncg |
| | - ncj |
| | - ncl |
| | - ncm |
| | - nco |
| | - ncq |
| | - ncr |
| | - ncu |
| | - nda |
| | - ndb |
| | - ndc |
| | - ndd |
| | - nde |
| | - ndh |
| | - ndi |
| | - ndm |
| | - ndo |
| | - ndp |
| | - ndr |
| | - nds |
| | - ndu |
| | - ndv |
| | - ndx |
| | - ndy |
| | - ndz |
| | - neb |
| | - nen |
| | - neq |
| | - ner |
| | - nes |
| | - nev |
| | - new |
| | - ney |
| | - nez |
| | - nfa |
| | - nfd |
| | - nfl |
| | - nfr |
| | - nfu |
| | - nga |
| | - ngb |
| | - ngc |
| | - nge |
| | - ngi |
| | - ngj |
| | - ngl |
| | - ngn |
| | - ngs |
| | - ngt |
| | - ngu |
| | - ngw |
| | - ngz |
| | - nhb |
| | - nhd |
| | - nhe |
| | - nhg |
| | - nhi |
| | - nhn |
| | - nhp |
| | - nhr |
| | - nhu |
| | - nhv |
| | - nhw |
| | - nhx |
| | - nhy |
| | - nhz |
| | - nia |
| | - nid |
| | - nih |
| | - nii |
| | - nij |
| | - nil |
| | - nim |
| | - nin |
| | - niq |
| | - nir |
| | - nit |
| | - niu |
| | - niw |
| | - nix |
| | - niy |
| | - niz |
| | - nja |
| | - njb |
| | - njh |
| | - njj |
| | - njm |
| | - njn |
| | - njo |
| | - njs |
| | - njx |
| | - njz |
| | - nka |
| | - nkb |
| | - nke |
| | - nkh |
| | - nkk |
| | - nko |
| | - nku |
| | - nkw |
| | - nkx |
| | - nlc |
| | - nld |
| | - nlg |
| | - nli |
| | - nlj |
| | - nlk |
| | - nlo |
| | - nlu |
| | - nlv |
| | - nlx |
| | - nma |
| | - nmb |
| | - nmc |
| | - nmf |
| | - nmh |
| | - nmi |
| | - nmk |
| | - nmm |
| | - nmn |
| | - nmo |
| | - nms |
| | - nmz |
| | - nna |
| | - nnb |
| | - nnc |
| | - nnd |
| | - nng |
| | - nni |
| | - nnj |
| | - nnm |
| | - nno |
| | - nnp |
| | - nnu |
| | - nnw |
| | - nnz |
| | - noa |
| | - nod |
| | - noe |
| | - nof |
| | - nos |
| | - not |
| | - nou |
| | - noz |
| | - npb |
| | - nph |
| | - npi |
| | - npl |
| | - nps |
| | - npy |
| | - nqg |
| | - nqt |
| | - nqy |
| | - nre |
| | - nrf |
| | - nrg |
| | - nri |
| | - nsa |
| | - nsm |
| | - nso |
| | - nst |
| | - nti |
| | - ntj |
| | - ntk |
| | - ntm |
| | - nto |
| | - ntp |
| | - ntr |
| | - ntu |
| | - nud |
| | - nuf |
| | - nuj |
| | - nuk |
| | - nun |
| | - nuo |
| | - nup |
| | - nuq |
| | - nus |
| | - nut |
| | - nux |
| | - nuy |
| | - nwb |
| | - nwi |
| | - nwm |
| | - nxa |
| | - nxd |
| | - nxg |
| | - nxk |
| | - nxq |
| | - nxr |
| | - nya |
| | - nyb |
| | - nyd |
| | - nyf |
| | - nyg |
| | - nyh |
| | - nyi |
| | - nyj |
| | - nyk |
| | - nym |
| | - nyn |
| | - nyo |
| | - nyq |
| | - nys |
| | - nyu |
| | - nyw |
| | - nyy |
| | - nza |
| | - nzb |
| | - nzi |
| | - nzk |
| | - nzm |
| | - nzy |
| | - obo |
| | - ocu |
| | - odk |
| | - odu |
| | - ofu |
| | - ogb |
| | - ogc |
| | - ogg |
| | - ogo |
| | - oia |
| | - ojb |
| | - oka |
| | - oke |
| | - okh |
| | - oki |
| | - okr |
| | - oks |
| | - oku |
| | - okv |
| | - okx |
| | - ola |
| | - old |
| | - olu |
| | - oma |
| | - omb |
| | - one |
| | - ong |
| | - oni |
| | - onj |
| | - onn |
| | - ono |
| | - onp |
| | - ont |
| | - ood |
| | - opa |
| | - opm |
| | - ora |
| | - orc |
| | - ore |
| | - org |
| | - orh |
| | - oro |
| | - ors |
| | - ort |
| | - oru |
| | - orx |
| | - ory |
| | - orz |
| | - osi |
| | - oso |
| | - oss |
| | - ost |
| | - otd |
| | - ote |
| | - otm |
| | - otq |
| | - otr |
| | - ots |
| | - ott |
| | - otx |
| | - oub |
| | - owi |
| | - oyb |
| | - oyd |
| | - oym |
| | - ozm |
| | - pab |
| | - pac |
| | - pad |
| | - pag |
| | - pah |
| | - pai |
| | - pak |
| | - pam |
| | - pan |
| | - pao |
| | - pap |
| | - pau |
| | - pav |
| | - pay |
| | - pbb |
| | - pbc |
| | - pbg |
| | - pbi |
| | - pbl |
| | - pbm |
| | - pbn |
| | - pbo |
| | - pbp |
| | - pbs |
| | - pbt |
| | - pbu |
| | - pbv |
| | - pca |
| | - pcb |
| | - pcc |
| | - pce |
| | - pcf |
| | - pcg |
| | - pch |
| | - pci |
| | - pcj |
| | - pck |
| | - pcl |
| | - pcm |
| | - pcn |
| | - pcw |
| | - pdc |
| | - pdn |
| | - pdo |
| | - pdt |
| | - pdu |
| | - peb |
| | - peg |
| | - pei |
| | - pek |
| | - pem |
| | - pes |
| | - pex |
| | - pfe |
| | - pga |
| | - pgg |
| | - pha |
| | - phk |
| | - phl |
| | - phq |
| | - phr |
| | - pht |
| | - pia |
| | - pib |
| | - pic |
| | - pid |
| | - pih |
| | - pil |
| | - pio |
| | - pip |
| | - pir |
| | - pis |
| | - piu |
| | - piv |
| | - piy |
| | - pjt |
| | - pkb |
| | - pkg |
| | - pkh |
| | - pko |
| | - pkt |
| | - pku |
| | - plc |
| | - plg |
| | - plj |
| | - plk |
| | - pll |
| | - pln |
| | - plr |
| | - pls |
| | - plt |
| | - plu |
| | - plv |
| | - plw |
| | - pma |
| | - pmf |
| | - pmi |
| | - pmj |
| | - pmm |
| | - pmq |
| | - pmx |
| | - pmy |
| | - pnb |
| | - pnc |
| | - pne |
| | - png |
| | - pnq |
| | - pnu |
| | - pny |
| | - pnz |
| | - poc |
| | - poe |
| | - pof |
| | - poh |
| | - poi |
| | - pol |
| | - pon |
| | - poo |
| | - por |
| | - pos |
| | - pot |
| | - pov |
| | - pow |
| | - poy |
| | - ppi |
| | - ppk |
| | - ppl |
| | - ppm |
| | - ppo |
| | - ppq |
| | - ppt |
| | - pqa |
| | - pqm |
| | - prc |
| | - prf |
| | - pri |
| | - prm |
| | - prn |
| | - prs |
| | - prt |
| | - pru |
| | - prx |
| | - psa |
| | - pse |
| | - psh |
| | - psi |
| | - psn |
| | - pss |
| | - pst |
| | - psw |
| | - pta |
| | - ptu |
| | - pua |
| | - puc |
| | - pud |
| | - pug |
| | - pui |
| | - pum |
| | - puo |
| | - puu |
| | - pwa |
| | - pwb |
| | - pwg |
| | - pwm |
| | - pwn |
| | - pwo |
| | - pwr |
| | - pww |
| | - pxm |
| | - pym |
| | - pyu |
| | - qub |
| | - quc |
| | - qud |
| | - qug |
| | - quh |
| | - qui |
| | - qul |
| | - qum |
| | - qun |
| | - qus |
| | - quv |
| | - quw |
| | - qux |
| | - quy |
| | - quz |
| | - qvi |
| | - qvj |
| | - qvm |
| | - qvn |
| | - qvo |
| | - qvs |
| | - qvw |
| | - qwa |
| | - qwh |
| | - qws |
| | - qxa |
| | - qxl |
| | - qxn |
| | - qxp |
| | - qxq |
| | - qxs |
| | - qxu |
| | - raa |
| | - rab |
| | - rad |
| | - raf |
| | - rag |
| | - rah |
| | - rai |
| | - ral |
| | - ram |
| | - rao |
| | - rar |
| | - rat |
| | - rau |
| | - rav |
| | - raw |
| | - rbb |
| | - rcf |
| | - rdb |
| | - rei |
| | - rej |
| | - rel |
| | - res |
| | - rey |
| | - rgs |
| | - rgu |
| | - rhg |
| | - rhp |
| | - ria |
| | - rif |
| | - ril |
| | - rim |
| | - rin |
| | - rir |
| | - rji |
| | - rjs |
| | - rki |
| | - rkm |
| | - rmb |
| | - rmc |
| | - rml |
| | - rmn |
| | - rmo |
| | - rmq |
| | - rmt |
| | - rmy |
| | - rmz |
| | - rnd |
| | - rnl |
| | - rog |
| | - roh |
| | - rol |
| | - ron |
| | - roo |
| | - row |
| | - rro |
| | - rsw |
| | - rtm |
| | - rue |
| | - ruf |
| | - rug |
| | - rui |
| | - ruk |
| | - run |
| | - rus |
| | - ruy |
| | - ruz |
| | - rwa |
| | - rwk |
| | - rwo |
| | - rwr |
| | - ryu |
| | - saa |
| | - sab |
| | - sac |
| | - sad |
| | - saf |
| | - sag |
| | - sah |
| | - saj |
| | - san |
| | - sao |
| | - saq |
| | - sas |
| | - sat |
| | - sau |
| | - sav |
| | - saw |
| | - sax |
| | - say |
| | - saz |
| | - sba |
| | - sbb |
| | - sbc |
| | - sbd |
| | - sbe |
| | - sbg |
| | - sbh |
| | - sbk |
| | - sbl |
| | - sbn |
| | - sbp |
| | - sbr |
| | - sbs |
| | - sbu |
| | - sbx |
| | - sby |
| | - sbz |
| | - sce |
| | - scg |
| | - sch |
| | - sck |
| | - scl |
| | - scn |
| | - scp |
| | - scs |
| | - sct |
| | - scu |
| | - scv |
| | - scw |
| | - sda |
| | - sde |
| | - sdg |
| | - sdh |
| | - sdo |
| | - sdp |
| | - sdq |
| | - sdr |
| | - sea |
| | - sed |
| | - see |
| | - sef |
| | - seg |
| | - seh |
| | - sei |
| | - sek |
| | - sen |
| | - sep |
| | - ses |
| | - set |
| | - sev |
| | - sew |
| | - sey |
| | - sez |
| | - sfm |
| | - sfw |
| | - sgb |
| | - sgc |
| | - sgd |
| | - sge |
| | - sgh |
| | - sgi |
| | - sgj |
| | - sgp |
| | - sgr |
| | - sgw |
| | - sgy |
| | - sgz |
| | - sha |
| | - shb |
| | - shc |
| | - she |
| | - shg |
| | - shh |
| | - shi |
| | - shj |
| | - shk |
| | - shm |
| | - shn |
| | - sho |
| | - shp |
| | - shq |
| | - shr |
| | - shs |
| | - shu |
| | - shw |
| | - shy |
| | - sid |
| | - sie |
| | - sif |
| | - sig |
| | - sil |
| | - sin |
| | - sip |
| | - sir |
| | - siu |
| | - siw |
| | - siy |
| | - sja |
| | - sjb |
| | - sjg |
| | - sjl |
| | - sjm |
| | - sjo |
| | - sjp |
| | - sjr |
| | - skb |
| | - skd |
| | - skg |
| | - skj |
| | - skn |
| | - skq |
| | - skr |
| | - skt |
| | - sku |
| | - skv |
| | - skx |
| | - sky |
| | - slc |
| | - sld |
| | - sle |
| | - slk |
| | - slp |
| | - slr |
| | - slu |
| | - slv |
| | - slx |
| | - sly |
| | - slz |
| | - sme |
| | - smf |
| | - smh |
| | - sml |
| | - smn |
| | - smo |
| | - smq |
| | - smt |
| | - smu |
| | - smw |
| | - smy |
| | - sna |
| | - snc |
| | - snd |
| | - sne |
| | - snf |
| | - sng |
| | - snk |
| | - snl |
| | - snm |
| | - snn |
| | - snp |
| | - snq |
| | - sns |
| | - snv |
| | - snw |
| | - sny |
| | - soa |
| | - sob |
| | - soc |
| | - soe |
| | - soi |
| | - sok |
| | - sol |
| | - som |
| | - soo |
| | - sop |
| | - soq |
| | - sor |
| | - sos |
| | - sot |
| | - sou |
| | - soy |
| | - soz |
| | - spa |
| | - spm |
| | - spn |
| | - spo |
| | - spp |
| | - sps |
| | - spt |
| | - spu |
| | - spy |
| | - sqq |
| | - srb |
| | - src |
| | - sre |
| | - srl |
| | - srm |
| | - srn |
| | - sro |
| | - srp |
| | - srq |
| | - srr |
| | - sru |
| | - srx |
| | - sry |
| | - srz |
| | - ssb |
| | - sse |
| | - ssi |
| | - ssk |
| | - ssn |
| | - sso |
| | - sss |
| | - sst |
| | - ssw |
| | - ssx |
| | - ssy |
| | - stf |
| | - sti |
| | - stj |
| | - stk |
| | - sto |
| | - stp |
| | - sts |
| | - stt |
| | - stv |
| | - sua |
| | - sug |
| | - sui |
| | - suj |
| | - suk |
| | - sun |
| | - suq |
| | - sur |
| | - sus |
| | - suv |
| | - suy |
| | - suz |
| | - svb |
| | - svs |
| | - swb |
| | - swc |
| | - swe |
| | - swh |
| | - swi |
| | - swj |
| | - swk |
| | - swo |
| | - swp |
| | - swr |
| | - swv |
| | - sxb |
| | - sxn |
| | - sxw |
| | - sya |
| | - syb |
| | - syk |
| | - syl |
| | - sym |
| | - sys |
| | - syw |
| | - szb |
| | - szg |
| | - szp |
| | - szv |
| | - tab |
| | - tac |
| | - tah |
| | - taj |
| | - tak |
| | - tal |
| | - tam |
| | - tan |
| | - tao |
| | - tap |
| | - taq |
| | - tar |
| | - tat |
| | - tau |
| | - tav |
| | - taw |
| | - tay |
| | - taz |
| | - tba |
| | - tbc |
| | - tbf |
| | - tbg |
| | - tbj |
| | - tbk |
| | - tbl |
| | - tbo |
| | - tbp |
| | - tbt |
| | - tby |
| | - tbz |
| | - tca |
| | - tcc |
| | - tcd |
| | - tce |
| | - tcf |
| | - tcn |
| | - tcp |
| | - tcs |
| | - tcu |
| | - tcx |
| | - tcy |
| | - tcz |
| | - tdb |
| | - tdc |
| | - tdd |
| | - tdf |
| | - tdg |
| | - tdh |
| | - tdj |
| | - tdk |
| | - tdl |
| | - tdn |
| | - tdo |
| | - tds |
| | - tdt |
| | - tdv |
| | - tdx |
| | - tdy |
| | - ted |
| | - tee |
| | - tef |
| | - tei |
| | - tek |
| | - tel |
| | - tem |
| | - teo |
| | - teq |
| | - ter |
| | - tes |
| | - tet |
| | - tew |
| | - tex |
| | - tfi |
| | - tfn |
| | - tfr |
| | - tft |
| | - tga |
| | - tgc |
| | - tgd |
| | - tgj |
| | - tgk |
| | - tgl |
| | - tgo |
| | - tgp |
| | - tgs |
| | - tgw |
| | - tgy |
| | - tha |
| | - thd |
| | - the |
| | - thf |
| | - thk |
| | - thl |
| | - thm |
| | - thp |
| | - thq |
| | - thr |
| | - ths |
| | - thy |
| | - thz |
| | - tic |
| | - tif |
| | - tig |
| | - tii |
| | - tik |
| | - tio |
| | - tiq |
| | - tir |
| | - tis |
| | - tiv |
| | - tiw |
| | - tix |
| | - tiy |
| | - tja |
| | - tjg |
| | - tji |
| | - tkb |
| | - tkd |
| | - tke |
| | - tkg |
| | - tkp |
| | - tkq |
| | - tkt |
| | - tku |
| | - tkx |
| | - tla |
| | - tlb |
| | - tld |
| | - tlf |
| | - tli |
| | - tlj |
| | - tll |
| | - tlp |
| | - tlq |
| | - tlr |
| | - tls |
| | - tlx |
| | - tma |
| | - tmc |
| | - tmd |
| | - tmf |
| | - tml |
| | - tmn |
| | - tmq |
| | - tmy |
| | - tna |
| | - tnb |
| | - tnc |
| | - tng |
| | - tnk |
| | - tnl |
| | - tnm |
| | - tnn |
| | - tnp |
| | - tnr |
| | - tnt |
| | - tnv |
| | - tny |
| | - tob |
| | - toc |
| | - tod |
| | - tof |
| | - tog |
| | - toj |
| | - tol |
| | - tom |
| | - ton |
| | - too |
| | - top |
| | - toq |
| | - tos |
| | - tou |
| | - tov |
| | - tow |
| | - tpa |
| | - tpe |
| | - tpi |
| | - tpj |
| | - tpl |
| | - tpm |
| | - tpp |
| | - tpq |
| | - tpr |
| | - tpu |
| | - tpx |
| | - tqo |
| | - tqu |
| | - tra |
| | - trc |
| | - trd |
| | - trf |
| | - tri |
| | - trn |
| | - tro |
| | - trp |
| | - trq |
| | - trs |
| | - tru |
| | - trv |
| | - tsa |
| | - tsb |
| | - tsc |
| | - tsg |
| | - tsi |
| | - tsj |
| | - tsn |
| | - tso |
| | - tsp |
| | - tsr |
| | - tsu |
| | - tsv |
| | - tsw |
| | - tsx |
| | - tsz |
| | - ttb |
| | - ttc |
| | - tte |
| | - tth |
| | - tti |
| | - ttj |
| | - ttk |
| | - ttm |
| | - tto |
| | - ttq |
| | - ttr |
| | - tts |
| | - ttv |
| | - ttw |
| | - tty |
| | - tuc |
| | - tue |
| | - tuf |
| | - tug |
| | - tui |
| | - tuk |
| | - tul |
| | - tum |
| | - tuo |
| | - tuq |
| | - tur |
| | - tus |
| | - tuv |
| | - tuy |
| | - tuz |
| | - tva |
| | - tvd |
| | - tvk |
| | - tvl |
| | - tvn |
| | - tvs |
| | - tvt |
| | - tvu |
| | - twb |
| | - twe |
| | - twf |
| | - twh |
| | - twi |
| | - twm |
| | - twp |
| | - twr |
| | - twu |
| | - tww |
| | - twx |
| | - twy |
| | - txa |
| | - txn |
| | - txo |
| | - txq |
| | - txt |
| | - txu |
| | - txy |
| | - tye |
| | - tyn |
| | - tyr |
| | - tyv |
| | - tyy |
| | - tyz |
| | - tzh |
| | - tzj |
| | - tzm |
| | - tzo |
| | - uar |
| | - uba |
| | - ubr |
| | - ubu |
| | - udg |
| | - udl |
| | - udu |
| | - ugo |
| | - uhn |
| | - uig |
| | - uis |
| | - uiv |
| | - uki |
| | - ukp |
| | - ukr |
| | - ukw |
| | - ula |
| | - ulu |
| | - umb |
| | - umm |
| | - ums |
| | - umu |
| | - une |
| | - ung |
| | - unr |
| | - unx |
| | - upv |
| | - ura |
| | - urb |
| | - urd |
| | - urh |
| | - uri |
| | - urk |
| | - url |
| | - urt |
| | - ury |
| | - usa |
| | - usi |
| | - usp |
| | - uss |
| | - uta |
| | - ute |
| | - uth |
| | - utr |
| | - uuu |
| | - uya |
| | - uzn |
| | - uzs |
| | - vaa |
| | - vaf |
| | - vag |
| | - vah |
| | - vai |
| | - vaj |
| | - vam |
| | - van |
| | - vap |
| | - var |
| | - vas |
| | - vav |
| | - vay |
| | - vem |
| | - ven |
| | - ver |
| | - vie |
| | - vif |
| | - vig |
| | - viv |
| | - vkl |
| | - vkn |
| | - vls |
| | - vmc |
| | - vmh |
| | - vmj |
| | - vmk |
| | - vmm |
| | - vmp |
| | - vmw |
| | - vmx |
| | - vmz |
| | - vnk |
| | - vor |
| | - vra |
| | - vrs |
| | - vum |
| | - vun |
| | - vut |
| | - wad |
| | - wal |
| | - wan |
| | - wap |
| | - war |
| | - was |
| | - wat |
| | - wau |
| | - waw |
| | - way |
| | - wbb |
| | - wbf |
| | - wbi |
| | - wbj |
| | - wbk |
| | - wbl |
| | - wbm |
| | - wbp |
| | - wbq |
| | - wbr |
| | - wca |
| | - wci |
| | - wdd |
| | - wdj |
| | - wed |
| | - weh |
| | - wem |
| | - weo |
| | - wes |
| | - wew |
| | - wgb |
| | - wgi |
| | - whg |
| | - wib |
| | - wic |
| | - wim |
| | - win |
| | - wiu |
| | - wja |
| | - wji |
| | - wkd |
| | - wlc |
| | - wle |
| | - wli |
| | - wlo |
| | - wlv |
| | - wlw |
| | - wlx |
| | - wmb |
| | - wmd |
| | - wme |
| | - wmo |
| | - wms |
| | - wmt |
| | - wmw |
| | - wnc |
| | - wni |
| | - wno |
| | - wnp |
| | - wob |
| | - wod |
| | - wof |
| | - wog |
| | - wol |
| | - wom |
| | - won |
| | - wow |
| | - wrk |
| | - wrm |
| | - wro |
| | - wrp |
| | - wrs |
| | - wry |
| | - wsa |
| | - wsi |
| | - wsk |
| | - wss |
| | - wti |
| | - wtm |
| | - wud |
| | - wut |
| | - wuu |
| | - wuv |
| | - wwa |
| | - wwo |
| | - wyy |
| | - xac |
| | - xal |
| | - xav |
| | - xbi |
| | - xbr |
| | - xdo |
| | - xdy |
| | - xed |
| | - xem |
| | - xer |
| | - xes |
| | - xgu |
| | - xho |
| | - xkb |
| | - xkc |
| | - xkf |
| | - xkg |
| | - xkj |
| | - xkk |
| | - xkl |
| | - xkn |
| | - xks |
| | - xkt |
| | - xkv |
| | - xky |
| | - xkz |
| | - xla |
| | - xmc |
| | - xmf |
| | - xmg |
| | - xmh |
| | - xmm |
| | - xmt |
| | - xmv |
| | - xmw |
| | - xmz |
| | - xnr |
| | - xns |
| | - xnz |
| | - xod |
| | - xog |
| | - xok |
| | - xom |
| | - xon |
| | - xpe |
| | - xra |
| | - xrb |
| | - xri |
| | - xrw |
| | - xsb |
| | - xsm |
| | - xsn |
| | - xsq |
| | - xsr |
| | - xsu |
| | - xta |
| | - xtc |
| | - xtd |
| | - xte |
| | - xti |
| | - xtj |
| | - xtl |
| | - xtm |
| | - xtn |
| | - xtt |
| | - xty |
| | - xub |
| | - xuj |
| | - xuu |
| | - xvi |
| | - xwe |
| | - xwg |
| | - xwl |
| | - yaa |
| | - yad |
| | - yae |
| | - yaf |
| | - yah |
| | - yak |
| | - yal |
| | - yam |
| | - yan |
| | - yao |
| | - yap |
| | - yaq |
| | - yaw |
| | - yax |
| | - yay |
| | - yaz |
| | - yba |
| | - ybb |
| | - ybe |
| | - ybh |
| | - ybi |
| | - ybj |
| | - ybl |
| | - ycl |
| | - ycn |
| | - ydd |
| | - yde |
| | - ydg |
| | - yea |
| | - yer |
| | - 'yes' |
| | - yet |
| | - yeu |
| | - yev |
| | - yey |
| | - ygr |
| | - ygw |
| | - yhd |
| | - yif |
| | - yig |
| | - yij |
| | - yim |
| | - yin |
| | - yiq |
| | - yis |
| | - yiu |
| | - yix |
| | - yiz |
| | - yka |
| | - ykg |
| | - yki |
| | - ykk |
| | - ykm |
| | - yle |
| | - yll |
| | - ymb |
| | - ymk |
| | - yml |
| | - ymm |
| | - yno |
| | - ynq |
| | - yns |
| | - yog |
| | - yom |
| | - yon |
| | - yor |
| | - yot |
| | - yoy |
| | - yra |
| | - yrb |
| | - yre |
| | - yrl |
| | - ysn |
| | - ysp |
| | - yss |
| | - yua |
| | - yue |
| | - yuf |
| | - yui |
| | - yuj |
| | - yum |
| | - yun |
| | - yup |
| | - yuq |
| | - yur |
| | - yuy |
| | - yuz |
| | - yva |
| | - ywa |
| | - ywl |
| | - ywn |
| | - ywq |
| | - yyu |
| | - zaa |
| | - zab |
| | - zac |
| | - zad |
| | - zae |
| | - zaf |
| | - zag |
| | - zai |
| | - zaj |
| | - zak |
| | - zam |
| | - zao |
| | - zap |
| | - zar |
| | - zas |
| | - zat |
| | - zau |
| | - zav |
| | - zaw |
| | - zay |
| | - zaz |
| | - zbc |
| | - zbu |
| | - zca |
| | - zcd |
| | - zdj |
| | - zeh |
| | - zem |
| | - zgb |
| | - zhi |
| | - zia |
| | - zik |
| | - zim |
| | - zin |
| | - ziw |
| | - zkd |
| | - zkn |
| | - zkr |
| | - zlj |
| | - zlm |
| | - zln |
| | - zmb |
| | - zmp |
| | - zmq |
| | - zms |
| | - zne |
| | - zng |
| | - zns |
| | - zoc |
| | - zoh |
| | - zom |
| | - zos |
| | - zpa |
| | - zpc |
| | - zpd |
| | - zpe |
| | - zpg |
| | - zph |
| | - zpj |
| | - zpk |
| | - zpl |
| | - zpm |
| | - zpn |
| | - zpo |
| | - zpp |
| | - zpq |
| | - zpr |
| | - zps |
| | - zpu |
| | - zpv |
| | - zpw |
| | - zpx |
| | - zpy |
| | - zpz |
| | - zrg |
| | - zro |
| | - zrs |
| | - zsm |
| | - zte |
| | - ztg |
| | - ztl |
| | - ztp |
| | - ztq |
| | - zts |
| | - ztx |
| | - zty |
| | - zua |
| | - zul |
| | - zun |
| | - zuy |
| | - zwa |
| | - zyb |
| | - zyg |
| | - zyj |
| | - zyn |
| | - zyp |
| | - zzj |
| | --- |
| | |
| | [XEUS - A Cross-lingual Encoder for Universal Speech](https://wanchichen.github.io/pdf/xeus.pdf) |
| | |
| |
|
| | XEUS is a large-scale multilingual speech encoder by Carnegie Mellon University's [WAVLab](https://www.wavlab.org/) that covers over **4000** languages. |
| | It is pre-trained on over 1 million hours of publicly available speech datasets. |
| | It requires fine-tuning to be used in downstream tasks such as Speech Recognition or Translation. |
| | Its hidden states can also be used with k-means for semantic Speech Tokenization. |
| | XEUS uses the [E-Branchformer](https://arxiv.org/abs/2210.00077) architecture and is trained using [HuBERT](https://arxiv.org/pdf/2106.07447)-style masked prediction of discrete speech tokens extracted from [WavLabLM](https://arxiv.org/abs/2309.15317). |
| | During training, the input speech is also augmented with acoustic noise and reverberation, making XEUS more robust. The total model size is 577M parameters. |
| |
|
| |  |
| | |
| | XEUS tops the [ML-SUPERB](https://arxiv.org/abs/2305.10615) multilingual speech recognition leaderboard, outperforming [MMS](https://arxiv.org/abs/2305.13516), [w2v-BERT 2.0](https://arxiv.org/abs/2312.05187), and [XLS-R](https://arxiv.org/abs/2111.09296). |
| | XEUS also sets a new state-of-the-art on 4 tasks in the monolingual [SUPERB](https://superbbenchmark.org/) benchmark. |
| |
|
| | More information about XEUS, including ***download links for our crawled 4000-language dataset***, can be found in the [project page](https://www.wavlab.org/activities/2024/xeus/) and [paper](https://wanchichen.github.io/pdf/xeus.pdf). |
| |
|
| |
|
| | ## Requirements |
| |
|
| | The code for XEUS is still in progress of being merged into the main ESPnet repo. It can instead be used from the following fork: |
| |
|
| | ``` |
| | pip install 'espnet @ git+https://github.com/wanchichen/espnet.git@ssl' |
| | ``` |
| |
|
| | ``` |
| | git lfs install |
| | git clone https://huggingface.co/espnet/XEUS |
| | ``` |
| |
|
| | XEUS supports [Flash Attention](https://github.com/Dao-AILab/flash-attention), which can be installed as follows: |
| |
|
| | ``` |
| | pip install flash-attn --no-build-isolation |
| | ``` |
| |
|
| | ## Usage |
| |
|
| |
|
| | ```python |
| | from torch.nn.utils.rnn import pad_sequence |
| | from espnet2.tasks.ssl import SSLTask |
| | import soundfile as sf |
| | |
| | device = "cuda" if torch.cuda.is_available() else "cpu" |
| | |
| | xeus_model, xeus_train_args = SSLTask.build_model_from_file( |
| | None, |
| | '/path/to/checkpoint/here/checkpoint.pth', |
| | device, |
| | ) |
| | |
| | wavs, sampling_rate = sf.read('/path/to/audio.wav') # sampling rate should be 16000 |
| | wav_lengths = torch.LongTensor([len(wav) for wav in [wavs]]).to(device) |
| | wavs = pad_sequence(torch.Tensor([wavs]), batch_first=True).to(device) |
| | |
| | # we recommend use_mask=True during fine-tuning |
| | feats = xeus_model.encode(wavs, wav_lengths, use_mask=False, use_final_output=False)[0][-1] # take the output of the last layer -> batch_size x seq_len x hdim |
| | ``` |
| |
|
| | With Flash Attention: |
| |
|
| | ```python |
| | [layer.use_flash_attn = True for layer in xeus_model.encoder.encoders] |
| | |
| | with torch.cuda.amp.autocast(dtype=torch.bfloat16): |
| | feats = xeus_model.encode(wavs, wav_lengths, use_mask=False, use_final_output=False)[0][-1] |
| | ``` |
| |
|
| | Tune the masking settings: |
| |
|
| | ```python |
| | xeus_model.masker.mask_prob = 0.65 # default 0.8 |
| | xeus_model.masker.mask_length = 20 # default 10 |
| | xeus_model.masker.mask_selection = 'static' # default 'uniform' |
| | xeus_model.train() |
| | feats = xeus_model.encode(wavs, wav_lengths, use_mask=True, use_final_output=False)[0][-1] |
| | ``` |
| |
|
| | ## Results |
| |
|
| |  |
| |
|
| |
|
| |  |
| |
|
| |
|
| | ``` |
| | @misc{chen2024robustspeechrepresentationlearning, |
| | title={Towards Robust Speech Representation Learning for Thousands of Languages}, |
| | author={William Chen and Wangyou Zhang and Yifan Peng and Xinjian Li and Jinchuan Tian and Jiatong Shi and Xuankai Chang and Soumi Maiti and Karen Livescu and Shinji Watanabe}, |
| | year={2024}, |
| | eprint={2407.00837}, |
| | archivePrefix={arXiv}, |
| | primaryClass={cs.CL}, |
| | url={https://arxiv.org/abs/2407.00837}, |
| | } |
| | ``` |
