Zhuang (za) subword embeddings

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

2-D UMAP plots

Embedding matrix plots

Training corpus sample, encoded with different BPE vocabulary sizes

Vocab sizezawiki sample
original he was particularly happy at würzburg where he enjoyed walks among the hills and he also made frequent visits to the black forest. his administrative
sir james w. black united kingdom "for their discoveries of important principles for drug treatment"
since all type ia supernovae are believed to occur in essentially the same way, they form a standard candle whose intrinsic luminosity can be assumed
3000 ▁he ▁w as ▁p ar t ic u l ar l y ▁h a p p y ▁a t ▁w ü r z b ur g ▁w h er e ▁he ▁ en j o y ed ▁w al k s ▁a m o ng ▁the ▁h il l s ▁and ▁he ▁a l s o ▁m a de ▁f re q u ent ▁v is it s ▁to ▁the ▁b l a c k ▁f or es t . ▁h is ▁a d m in is t r at iv e
▁s i r ▁ j am es ▁w . ▁b l a c k ▁un it ed ▁k ing d om ▁ " f or ▁th ei r ▁d is c o ver i es ▁of ▁ im p or t an t ▁p r in ci p l es ▁f or ▁d r u g ▁t re at m ent "
▁s in c e ▁a l l ▁t y p e ▁ i a ▁s u p er n o v ae ▁a re ▁b el ie v ed ▁to ▁o c c ur ▁in ▁ es s ent i al l y ▁the ▁s am e ▁w a y , ▁the y ▁f or m ▁a ▁st and ar d ▁c and le ▁w h o s e ▁in t r in s ic ▁l um in o s it y ▁c an ▁b e ▁a s s um ed
5000 ▁he ▁was ▁part ic ular ly ▁h app y ▁at ▁w ür z bur g ▁where ▁he ▁ enj o y ed ▁w al k s ▁am ong ▁the ▁h ill s ▁and ▁he ▁also ▁m ade ▁fre qu ent ▁v is it s ▁to ▁the ▁bl ack ▁for est . ▁his ▁ad min ist r at ive
▁s ir ▁j am es ▁w . ▁bl ack ▁united ▁king dom ▁" for ▁their ▁discoveries ▁of ▁im p ort ant ▁pr inci pl es ▁for ▁d r ug ▁t reat ment "
▁sin ce ▁all ▁t yp e ▁ ia ▁supernov ae ▁are ▁b el ie ved ▁to ▁occ ur ▁in ▁ ess ent i ally ▁the ▁same ▁w ay , ▁they ▁form ▁a ▁stand ard ▁c and le ▁wh ose ▁in tr ins ic ▁l um in os ity ▁can ▁be ▁ass um ed