Datasets:

csikasote
/

AfriBED

group string	gender string	spk_id string	user_id string	batch_id string	audio_id string	sentence string	duration_seconds float64
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_1	amashina awe mukwai efyalandile holmes ilyo twalekonkosha pa ciibi cakwa gilchrist	8.696
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_2	nshaishipo nangu umo kano umo umwaume uwatalile amusekesha	8.185
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_3	umukalamba wa mutuulo mu calici taipwishe pali katikishimu pa kuti omfwemo isambililo	12.272
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_4	ilyo caisa ku kwiba kwandi ukwa kampani nalatila nati nalimwafwako ukukanaluusa bushiku bumo	14.78
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_5	pa muku umo imbushi yacontweke no kufyuka ukufuma ku bashilika kabili no mutwe ukulosha panshi yabutukiile pali boolooroo	17.945
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_6	amafunde ayengi eko yaba pakati kabo ayabombela capamo na yobe ifyo yali mu nshiku sha kale	11.842
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_7	ukwipusha amepusho na yambi ukufuma kuli iwe ndesumina ukuti kuti caba lufyengo	12.144
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_8	bushe tawabutukile mu ng'anda no kumona nga martha kuti ashapo umubomfi wa mung'anda umo nelyo babili	13.733
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_9	eico nabikile abalinshi ukulinda cila umo umo muli ilya ng'anda	8.93
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_10	butukila kunuma uncas no kundetela icikulile ngo lukasa lwa kwa kemba	9.77
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_11	amaka yakusonga ayo timaeus akwata pa nkulo ya kuntanshi yashintilila lubali lumbi pa kukanaumfwikisha	15.83
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_12	paulo alandikisha ukuti abatumwa babufi tabaitilwe nelyo ukutumwa na bantu nelyo lesa	12.815
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_13	nani wakufundile ukukuusa umushili ndefwaya ukwishiba	7.49
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_14	intuntuko yaiko yali iinoono ulubuto ulushacindama ulo ushingatontonkanishisha ukuti kuti lwaimya ukukanya	17.24
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_15	bushe ulemona ukuti akantu kacepa kapala icintu ciine	7.385
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_16	nga cakuti ali mupeepi pa famu kuti twatuma abakumwita mu kashitafye akanoono	8.853
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_17	yangu nashikilwa eico ninshupikwa ukutemwikwa	7.37
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_18	naomi alebalopesha umunwe wakusontelako mukukanasuminishako kwati nalimo abalimi babili abakosa bali bana abanoono	18.035
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_19	atintile iwindo pa muulu kwati nalimo umwela walifinine	7.88
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_20	pa kwamba nshaishibe inshila ya kwishila	5.645
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_21	lelo ishiwi na kabili ukulosha ku lwendo mu cinkumbawile	7.19
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_22	te ku cisote ca bufumu nelyo ubufumu nelyo ubusuma bwesu lelo pa mulandu wa membu shesu	13.148
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_23	eico mita wakupiminako amalaiti uwakwa edison tabomfiwa pali nomba temulandu no kufikapo saana mu mipangilwe	14.03
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_24	aya amatontonkanyo yalincushishe bushiku bonse kabili ukwelenganya kwandi takwalekele pa numa ya maawaya ayengi	16.78
NM	M	Spk8	U_6d6bb04eba	375_400	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_25	lelo icimuti tacasekelele nangu panoono akulile no kukula kabili ali katapakatapa fyonse mu mpepo na mulusuba	17.99
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_1	pearl alimwene kabili alilolekeshe saana lelo tabalile fyaya ukupangana ifibusa	11.615
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_2	yangu iyo jasper mfwile naya pa lwandi nemwine	7.21
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_3	inshiku ikumi shalipwile muli uku ukulilishanya lelo umupashi wa cilandushi walikene ukunaka	14.78
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_4	bushe mu cine nawishiba lake yangu tekuti kwena njishibe lelo akanaka nomba line no bumi bwa mu calo	15.395
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_5	lelo pulanti yalebomba kabili yali pa fifulo fitatu apo balepanga amalaiti mu calo	14.501
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_6	tawakatale cimbamo mu laibulali ya astor	5.956
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_7	ali mwina india uo icinshingwa cakwe camoneke mukwangufyanya pa menso yakwe ayashimona	12.237
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_8	umusambashi alyafwile ukubasunkilamo bonse kabili aingilemo bwangu umwine	11.586
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_9	elyo caisa ku mushinku wakwe ukubikako ne shina lyakwa shikulu wakwe amashiwi yakwa jacob yalipusene na yali mukusabankanya	22.221
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_10	kwali ukutetela capamo pali ici kabili no musebanya uwingi pa numa mu nshila yakwe	15.523
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_11	awe awe awe totty ud mubomfye amakasa	5.898
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_12	shala nakupapata mucungulo emusuma saana	6.966
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_13	iyo tencito saana kuli kabutuka wa lubilo pano ninja ku tauni no kubwela	12.283
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_14	bartley aisainama no kumubula mu maboko yakwe amutomona pa kanwa kabili na menso yakwe ayabombele ku filamba	19.156
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_15	ico bakoselepofye ukulanda ca kuti balibatumine kuli bambi	9.53
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_16	afwile ukusakamana pa cibansa cafyangalo saana ukucila efyo alecita kale	13.758
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_17	ici efyo alandile cali cilela cacine kabili nshishininkishe ukuti nshasuminishenye nankwe	15.72
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_18	mpapatilako umuputule wakwa kapitao	6.095
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_19	alimulangulukileko no kusanga insalu yafiita iya ndoshi shikulu wa mpanga	10.182
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_20	kabili akakufunda imicenjelo imo imo ilyo caba ulucelo	8.777
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_21	namutupokelelana icilela conse na icikuuku eico ifyo mwaishibikwa mu england fili pa muulu nganshi	16.44
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_22	bushe twalishiba bwino bwino ulupili ilyo tatwaishibisha fwe bene no lucengo	12.77
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_23	bonse mu muputule kuti bafuma panse emukwai shikulu	8.015
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_24	yangu ine ifyo ulesanguka cilandelande ukuba unc efyalandile uwafinjelengwe uwatemenwe ifyo bamutashishe	17.27
NM	M	Spk8	U_6d6bb04eba	350_375	Bemba_NM_Spk8_U_6d6bb04eba_Utterance_25	natemwa ukuti naucitemwa efyalanda wylder alesekaseka cikukucikuku pa cipeya cakwe	16.025
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_1	paulo alasanga icilumba mu mulimo tekuti alumbwe lelo nimukulumba lesa	6.722
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_2	lelo iwe tefyo waba we mutemwikwa wandi	3.704
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_3	alexander aisa ima no kusuisukunkanya mu bukali ee nalishiba ukuti nine kuwe	7.442
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_4	kabili bushe ulatiina pantu ndaluba kabili nshimonwa nakabili	6.153
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_5	sunga amashiwi yandi ukamusanga uwakosesha kuli iwe aye kabili uwashika saana	7.814
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_6	senda incende yobe kabili leka tumone ifyo ikalashi lingakulanga	7.105
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_7	kuti wabalilapo ukusenda inkontono kubika panshi ifipendo	5.352
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_8	nali mu lubilo saana ukwisa kuli iwe washile iciibi cobe nacisuka	6.548
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_9	nomba ninshita yampepo kunse ya mushi efyatontonkenye icimuti	6.67
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_10	ilyo nali kalume naletontonkanya ukuti paulo alecilamo saana ukubombela pa bwite bwakwe	8.358
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_11	ecakwalulamofye ico nakwipushako pa cilubo ico wancita	4.772
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_12	inshita yonse ilyo alelanda amenso yakwe ayanoono ayakali yalekonka lake	8.358
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_13	ndesubila ukuti nga shalilile saana efyalandile alice ilyo alesamba samba ukwesha ukusanga inshila yakufuminamo	11.146
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_14	wemutemwikwa nfunda ifyakulanga ukutemwa ifyo ucita bwino	5.19
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_15	icifukushi ca munandi tacawamineko pantu balimukenye ukuya ku ncende atemwishishe iya baker street	10.332
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_16	aumfwile icinkukuma capita mu cintu caonda ica mutuntula iacali pa ntanshi yakwe	8.498
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_17	alikene ukumfwa pa kubala ku kupanda amano kwasalwa bwino bwino tacisumunishe nangu panoono ukulingana na ifyo aba uwakakulwa ukupokelela bambi	12.696
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_18	umulandu ukutwi kwabela cishiba cakalipisha umo ukulengwa kutapwa	7.256
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_19	ukuti inshila yakucitilamo naititikishiwa nelyo ukucilamo takulepilibula ukuti nako kwine nakulubana	10.426
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_20	cansoni pali imwe mwe bakashi efyo asosele ndomfwa insoni pa bekashi banandi abena nottingham	8.789
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_21	lyena kuti wamwipusha amepusho pali katikishimu dedalus	5.503
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_22	imishanine yakale yalyangushiwa ukufuma kunshila yaiko mukupita kwa nshita	7.256
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_23	ndeya ku kucibansa cakuteyelamo umupila efyayaswike anders	5.352
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_24	mfwile naisa ubushiku bumbi no kumona abalume bobe ndefwaya ukwipushanya nabo pa lwa mfalashi	8.654
NM	M	Spk9	U_38d703fd6e	425_450	Bemba_NM_Spk9_U_38d703fd6e_Utterance_25	acontweke ukupita mu fimuti kabili aiminina umwaume umutali uwakosa lelo uwaonda	8.536
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_1	imishishi yali kashikila iyapetwa kabili yaseme pa mukoshi mu twakakwa utwingi	6.082
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_2	kwaliba imo elyo kwaba na imbi dudley na flint	3.831
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_3	pali ici ba mama baifumishe pa bucindami no kulosha amenso mukucucutika ukulosha kuli comte ukumumona	7.755
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_4	na kabili alifwaile amantontonkanyo yakwe lelo temukutunguluka nga kale	6.757
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_5	lekeni tumfwe umutunganya nalalolesha pa fishinka pa numa	5.584
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_6	nshiletontonkanya kwena ukuti alishibe ifingi pali ici bashikulu ba holmes	6.327
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_7	ndanaka ukumona abaume na imfalashi baleya pa muulu na panshi pa muulu na panshi	7.674
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_8	mukubombesha nashumbile umucila pa muulu ukufika apapelele umutwe ukulepa	5.921
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_9	tapali na fimbi mukucilapo nangufye ni pa nkonkoni apakukakila	6.478
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_10	icinshingwa ca bwato bwakwanshika shalishililwe mukumoneka pa muulu wa mabimbi	7.349
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_11	alefwaya ukulemgela mu fitabo ifipya na ifyebo filembwa munshita munshita no kulanda pa bafwilisha abantu apakalamba napa kwaluka	11.792
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_12	beya apukumwine amasako yakwe ayasobana kabili lyena ishiwi ilyaishibikwa bwino lyalyaswike	7.605
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_13	cili bwino ukuti iwe ulande we mwaume umukote efyayaswike umusambi uwakuntukilwa uwaonda	9.482
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_14	pali nomba apitile pa mushili wa muputule wakwe no kushininkisha kwa ntampulo	5.968
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_15	efyalandile shikulu wa mpanga mu kukanateka umutima kabili ni kuli iwe uko napeele icikwama na cimbi mu kukoselesha	10.476
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_16	hakon kukaba icibusa cobe lyonse cibusa shibulimi	5.155
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_17	mu kulekelesha ukusankanya kwa kotoni kwalemoneka kuli bonse ukwa kushininkisha kabili balimwitile ukumonekela ku ng'anda ya mafunde	12.562
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_18	ukutunguluka kwa uyu mulandu ukulemoneka ukwa ncito shapa ng'anda kwalimoneka kwaliilanga	8.522
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_19	pa numafye lake aseka panoono acili alelolesha pa filembo fya mitima na menso yakwe ayakusenuka	10.136
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_20	ngo mwikala calo nkaba icakumwenako cafyo umwikashi afwile ukuba pantu cakuiletelela ukukanaba ifyo	10.889
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_21	kotoni cintu icisuma nganshi bushe teifyo balumendo efyo alandile munshila ya mucinshi	8.522
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_22	efyabilishe bill harmon ku mukashi wakwe ilyo baile balepita mu cikuulwa ca lubuuto	8.928
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_23	ee wemutemwikwa wandi watson nimbombelapo inkama ilya	6.757
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_24	ndi pano iyi inshita yakubalilapo iye awala	4.145
NM	M	Spk9	U_38d703fd6e	400_425	Bemba_NM_Spk9_U_38d703fd6e_Utterance_25	tekuti cicene icili conse ndeshininkisha pantu tatwakapumfyanye ifintu nangu panoono	6.954

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AfriBED: African speech Bias Evaluation Dataset

AfriBED is a speech recognition evaluation dataset to examine speaker attribute bias in automatic speech recognition (ASR) models for low-resource African languages.

Dataset Paper: ArXiv

The current release contains speech data for: Bemba and Nyanja.

A key characteristic of AfriBED is that speakers from different demographic subgroups record speech derived from the same underlying text sentences. This enables more controlled comparisons of ASR performance across speaker groups than evaluation datasets in which different groups contain different linguistic content.

Dataset Overview

Complete Sets

Language	Utterances	Speakers	Duration
Bemba	3,928	80	9.32 hours
Nyanja	6,260	127	18.53 hours
Total	10,188	207	27.85 hours

Mini Sets

Language	Utterances	Speakers	Duration
Bemba Mini	1,396	28	3.13 hours
Nyanja Mini	1,198	24	3.57 hours
Total	2,594	52	6.70 hours

Citation

If you use AfriBED in your research, please cite as follows:

@inproceedings{sikasote-etal-2026-afribed,
  title = {Afri{BED}: a Speech Recognition Bias Evaluation Dataset for Low Resource African Languages},
  author = {Sikasote, Claytone and Suleman, Hussein and Buys, Jan},
  booktitle = {2026 IEEE Spoken Language Technology Workshop Demo Track},
  year = {2026},
  publisher = {2026 IEEE Spoken Language Technology Workshop},
  url = {https://openreview.net/forum?id=cPvecAsOA7},
}

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Paper for csikasote/AfriBED

AfriBED: a Speech Recognition Bias Evaluation Dataset for Low Resource African Languages

Paper • 2610.26821 • Published 6 days ago