Tumbuka (tum) subword embeddings

Vocab size vocab model 25 dim 50 dim 100 dim 200 dim 300 dim
1000 vocab model txt | bin
bokeh | umap | matrix
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bokeh | umap | matrix
3000 vocab model txt | bin
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5000 vocab model txt | bin
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Embedding matrix plots

Training corpus sample, encoded with different BPE vocabulary sizes

Vocab sizetumwiki sample
original the dance for "bang bang bang," choreographed by parris goebel, was one of the most popular dances for the year 0000. their stage fashion is also a hi
thumb thumb india (hi, bh, gom, mai, mr & pi: भारत, as: ভাৰত, bpy: ভারত, gu: ભારત, kn: ಭಾರತ, ks: بًارت, ml: ഇന്ത്യ, or: ଭାରତ, pa: ਭਾਰਤ, sa: भारतम्, sd
big bang performing in 0000 in january 0000, yg entertainment began releasing teasers for big bang's fifth korean ep ''alive'', which was released in
1000 ▁the ▁d ance ▁for ▁" bang ▁bang ▁bang ," ▁ch ore og ra ph ed ▁by ▁p ar r is ▁g o e bel , ▁was ▁one ▁of ▁the ▁most ▁popular ▁d an c es ▁for ▁the ▁year ▁0000. ▁their ▁sta ge ▁f as h ion ▁is ▁also ▁a ▁h i
▁thumb ▁thumb ▁in di a ▁( h i , ▁b h , ▁g om , ▁ma i , ▁m r ▁& ▁p i : ▁ भ ा र त , ▁as : ▁ ভ া ৰ ত , ▁b p y : ▁ ভ া র ত , ▁gu : ▁ ભ ાર ત , ▁k n : ▁ ಭಾರತ , ▁k s : ▁ ب ً ا ر ت , ▁ml : ▁ ഇന ് ത ് യ , ▁or : ▁ ଭାରତ , ▁pa : ▁ ਭ ਾ ਰ ਤ , ▁s a : ▁ भ ा र त म ् , ▁s d
▁big ▁bang ▁perform ing ▁in ▁0000 ▁in ▁j an uary ▁0000, ▁y g ▁ent ert ain ment ▁be g an ▁releas ing ▁t e as ers ▁for ▁big ▁bang ' s ▁f if th ▁korean ▁ep ▁'' ali ve '', ▁which ▁was ▁released ▁in
3000 ▁the ▁dance ▁for ▁" bang ▁bang ▁bang ," ▁choreograph ed ▁by ▁par ris ▁go e bel , ▁was ▁one ▁of ▁the ▁most ▁popular ▁d ances ▁for ▁the ▁year ▁0000. ▁their ▁stage ▁fashion ▁is ▁also ▁a ▁hi
▁thumb ▁thumb ▁india ▁( hi , ▁bh , ▁g om , ▁ma i , ▁m r ▁& ▁p i : ▁ भा रत , ▁as : ▁ ভা ৰ ত , ▁b p y : ▁ ভা র ত , ▁gu : ▁ ભ ાર ત , ▁kn : ▁ ಭಾರತ , ▁k s : ▁ب ً ارت , ▁ml : ▁ ഇന ് ത ് യ , ▁or : ▁ ଭାରତ , ▁pa : ▁ ਭ ਾ ਰ ਤ , ▁sa : ▁ भा रत म ् , ▁s d
▁big ▁bang ▁performing ▁in ▁0000 ▁in ▁january ▁0000, ▁yg ▁entertainment ▁be gan ▁releasing ▁te as ers ▁for ▁big ▁bang ' s ▁fifth ▁korean ▁ep ▁'' alive '', ▁which ▁was ▁released ▁in
5000 ▁the ▁dance ▁for ▁" bang ▁bang ▁bang ," ▁choreographed ▁by ▁par ris ▁go e bel , ▁was ▁one ▁of ▁the ▁most ▁popular ▁d ances ▁for ▁the ▁year ▁0000. ▁their ▁stage ▁fashion ▁is ▁also ▁a ▁hi
▁thumb ▁thumb ▁india ▁( hi , ▁bh , ▁g om , ▁ma i , ▁mr ▁& ▁pi : ▁भारत , ▁as : ▁ভাৰত , ▁b p y : ▁ভারত , ▁gu : ▁ ભ ાર ત , ▁kn : ▁ ಭಾರತ , ▁k s : ▁ب ً ارت , ▁ml : ▁ ഇന ് ത ് യ , ▁or : ▁ ଭାରତ , ▁pa : ▁ ਭ ਾ ਰ ਤ , ▁sa : ▁भारत म ् , ▁s d
▁big ▁bang ▁performing ▁in ▁0000 ▁in ▁january ▁0000, ▁yg ▁entertainment ▁began ▁releasing ▁teas ers ▁for ▁big ▁bang ' s ▁fifth ▁korean ▁ep ▁'' alive '', ▁which ▁was ▁released ▁in