A general-purpose NLP pipeline for Ancient-Greek.
Check out our Documentation on Basic Usage.
Performance
odyCy achieves state of the art performance on multiple tasks on unseen test data from the Universal Dependencies Perseus treebank, and performs second best on the PROIEL treebank’s test set on even more tasks. In addition performance also seems relatively stable across the two evaluation datasets in comparison with other NLP pipelines.
For plots and tables on OdyCy's performance, check out the Documentation page on Performance
| Feature | Description |
|---|---|
| Name | grc_odycy_joint_trf |
| Version | 0.7.0 |
| spaCy | >=3.7.4,<3.8.0 |
| Default Pipeline | transformer, tagger, morphologizer, parser, trainable_lemmatizer, frequency_lemmatizer |
| Components | transformer, tagger, morphologizer, parser, trainable_lemmatizer, frequency_lemmatizer |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | n/a |
| License | MIT |
| Author | {Jan Kostkan, Márton Kardos} |
Label Scheme
View label scheme (2299 labels for 3 components)
| Component | Labels |
|---|---|
tagger |
---------, --p---fa-, --s---ma-, -3paia---, -3paim---, -3siia---, A-, C-, Df, Dq, Du, F-, G-, I-, Ma, Mo, Nb, Ne, Pc, Pd, Pi, Pk, Pp, Pr, Ps, Px, R-, S-, V-, a--------, a-------s, a-d---fa-, a-d---fd-, a-d---fg-, a-d---fn-, a-d---ma-, a-d---md-, a-d---mg-, a-d---mn-, a-d---mnc, a-d---mv-, a-d---na-, a-d---ng-, a-d---nn-, a-p----dc, a-p---fa-, a-p---fac, a-p---fas, a-p---fd-, a-p---fdc, a-p---fds, a-p---fg-, a-p---fgc, a-p---fn-, a-p---fnc, a-p---fns, a-p---fv-, a-p---m--, a-p---m-c, a-p---ma-, a-p---mac, a-p---mas, a-p---md-, a-p---mdc, a-p---mds, a-p---mg-, a-p---mgc, a-p---mgs, a-p---mn-, a-p---mnc, a-p---mns, a-p---mv-, a-p---mvs, a-p---na-, a-p---nac, a-p---nas, a-p---nd-, a-p---ndc, a-p---nds, a-p---ng-, a-p---ngs, a-p---nn-, a-p---nnc, a-p---nns, a-p---nv-, a-s----d-, a-s----dc, a-s----g-, a-s----gc, a-s---fa-, a-s---fac, a-s---fas, a-s---fd-, a-s---fds, a-s---fg-, a-s---fgc, a-s---fgs, a-s---fn-, a-s---fnc, a-s---fns, a-s---fv-, a-s---m--, a-s---ma-, a-s---mac, a-s---mas, a-s---md-, a-s---mdc, a-s---mds, a-s---mg-, a-s---mgc, a-s---mgs, a-s---mn-, a-s---mnc, a-s---mns, a-s---mv-, a-s---mvc, a-s---mvs, a-s---na-, a-s---nac, a-s---nas, a-s---nd-, a-s---ndc, a-s---nds, a-s---ng-, a-s---nn-, a-s---nnc, a-s---nns, a-s---nv-, a-s---nvs, c--------, d--------, d-------c, d-------s, g--------, i--------, l--------, l-d---fa-, l-d---fg-, l-d---mg-, l-d---mn-, l-d---na-, l-d---nn-, l-p---fa-, l-p---fd-, l-p---fg-, l-p---fn-, l-p---ma-, l-p---md-, l-p---mg-, l-p---mn-, l-p---na-, l-p---nd-, l-p---ng-, l-p---nn-, l-s---fa-, l-s---fd-, l-s---fg-, l-s---fn-, l-s---ma-, l-s---md-, l-s---mg-, l-s---mn-, l-s---na-, l-s---nd-, l-s---ng-, l-s---nn-, m--------, m-p---m--, m-p---md-, m-p---nn-, n-----fg-, n-----na-, n-----nn-, n-d----a-, n-d---fa-, n-d---fd-, n-d---fg-, n-d---fn-, n-d---ma-, n-d---md-, n-d---mg-, n-d---mn-, n-d---mv-, n-d---na-, n-d---nn-, n-p----d-, n-p----g-, n-p---fa-, n-p---fd-, n-p---fg-, n-p---fn-, n-p---fv-, n-p---ma-, n-p---md-, n-p---mg-, n-p---mn-, n-p---mv-, n-p---na-, n-p---nd-, n-p---ng-, n-p---nn-, n-p---nv-, n-s----d-, n-s----g-, n-s----n-, n-s----v-, n-s---fa-, n-s---fd-, n-s---fg-, n-s---fn-, n-s---fv-, n-s---m--, n-s---ma-, n-s---md-, n-s---mg-, n-s---mn-, n-s---mv-, n-s---na-, n-s---nd-, n-s---ng-, n-s---nn-, n-s---nv-, p--------, p-d----d-, p-d----n-, p-d---fa-, p-d---fd-, p-d---fg-, p-d---fn-, p-d---ma-, p-d---md-, p-d---mg-, p-d---mn-, p-d---mv-, p-p----a-, p-p----d-, p-p----g-, p-p----n-, p-p---fa-, p-p---fd-, p-p---fg-, p-p---fn-, p-p---ma-, p-p---md-, p-p---mg-, p-p---mn-, p-p---na-, p-p---nd-, p-p---ng-, p-p---nn-, p-s----a-, p-s----d-, p-s----g-, p-s----n-, p-s---fa-, p-s---fd-, p-s---fg-, p-s---fn-, p-s---ma-, p-s---md-, p-s---mg-, p-s---mn-, p-s---mv-, p-s---na-, p-s---nd-, p-s---ng-, p-s---nn-, p1p---fa-, p1p---ma-, p1p---md-, p1p---mg-, p1p---mn-, p1s---fa-, p1s---fd-, p1s---fg-, p1s---fn-, p1s---ma-, p1s---md-, p1s---mg-, p1s---mn-, p2p----a-, p2p----d-, p2p---ma-, p2p---mg-, p2p---mn-, p2s----a-, p2s----d-, p2s----g-, p2s----n-, p2s---ma-, p2s---md-, p2s---mg-, p3s---fa-, p3s---ma-, r--------, u--------, v---na---, v--amm---, v--an----, v--ana---, v--ane---, v--anm---, v--anp---, v--fna---, v--fne---, v--fnm---, v--fnp---, v--pna---, v--pnd---, v--pne---, v--pnp---, v--ppefa-, v--ppemn-, v--rn----, v--rna---, v--rne---, v--rnp---, v--tna---, v-dapafn-, v-dapama-, v-dapamg-, v-dapamn-, v-dapmfn-, v-dapmmn-, v-dappma-, v-dappmn-, v-dppafg-, v-dppama-, v-dppamn-, v-dppefn-, v-dppema-, v-dppemd-, v-dppemn-, v-dpppmn-, v-drpama-, v-drpamn-, v-drpefn-, v-drpemn-, v-p-pmma-, v-pap-mn-, v-papafa-, v-papafg-, v-papafn-, v-papama-, v-papamd-, v-papamg-, v-papamn-, v-papana-, v-papand-, v-papann-, v-papefn-, v-papema-, v-papemn-, v-papmfa-, v-papmfg-, v-papmfn-, v-papmma-, v-papmmd-, v-papmmg-, v-papmmn-, v-papmna-, v-papmng-, v-papmnn-, v-pappfd-, v-pappfg-, v-pappfn-, v-pappma-, v-pappmd-, v-pappmg-, v-pappmn-, v-pappna-, v-pappng-, v-pappnn-, v-pfpama-, v-pfpamg-, v-pfpamn-, v-pfpema-, v-pfpemn-, v-pfpmfa-, v-pfpmfn-, v-pfpmma-, v-pfpmmd-, v-pfpmmg-, v-pfpmmn-, v-pfpmnn-, v-pfppmn-, v-ppp-mn-, v-pppafa-, v-pppafd-, v-pppafg-, v-pppafn-, v-pppafv-, v-pppama-, v-pppamd-, v-pppamg-, v-pppamn-, v-pppamv-, v-pppana-, v-pppand-, v-pppang-, v-pppann-, v-pppefa-, v-pppefd-, v-pppefg-, v-pppefn-, v-pppefv-, v-pppema-, v-pppemd-, v-pppemg-, v-pppemn-, v-pppemv-, v-pppena-, v-pppend-, v-pppeng-, v-pppenn-, v-ppppma-, v-ppppmd-, v-ppppmn-, v-prp-mn-, v-prpafa-, v-prpafd-, v-prpafn-, v-prpama-, v-prpamd-, v-prpamg-, v-prpamn-, v-prpana-, v-prpang-, v-prpefa-, v-prpefd-, v-prpefg-, v-prpefn-, v-prpema-, v-prpemd-, v-prpemg-, v-prpemn-, v-prpena-, v-prpend-, v-prpeng-, v-prpenn-, v-prppfn-, v-prppmn-, v-sagamn-, v-saiamn-, v-samp---, v-sap-mg-, v-sap-mn-, v-sapafa-, v-sapafd-, v-sapafg-, v-sapafn-, v-sapama-, v-sapamd-, v-sapamg-, v-sapamn-, v-sapamv-, v-sapana-, v-sapang-, v-sapann-, v-sapanv-, v-sapema-, v-sapemn-, v-sapmfa-, v-sapmfd-, v-sapmfg-, v-sapmfn-, v-sapmma-, v-sapmmd-, v-sapmmg-, v-sapmmn-, v-sapmna-, v-sapmng-, v-sapmnn-, v-sappfa-, v-sappfd-, v-sappfg-, v-sappfn-, v-sappma-, v-sappmd-, v-sappmg-, v-sappmn-, v-sappna-, v-sappng-, v-sappnn-, v-sappnv-, v-sfpafa-, v-sfpafd-, v-sfpafn-, v-sfpama-, v-sfpamd-, v-sfpamg-, v-sfpamn-, v-sfpmfa-, v-sfpmfd-, v-sfpmfg-, v-sfpmfn-, v-sfpmma-, v-sfpmmg-, v-sfpmmn-, v-sfpmna-, v-sfppma-, v-spiamn-, v-spp-mn-, v-spp-nn-, v-sppa---, v-sppafa-, v-sppafd-, v-sppafg-, v-sppafn-, v-sppafv-, v-sppama-, v-sppamd-, v-sppamg-, v-sppamn-, v-sppamv-, v-sppana-, v-sppand-, v-sppang-, v-sppann-, v-sppanv-, v-sppefa-, v-sppefd-, v-sppefg-, v-sppefn-, v-sppema-, v-sppemd-, v-sppemg-, v-sppemn-, v-sppemv-, v-sppena-, v-sppend-, v-sppeng-, v-sppenn-, v-spppfa-, v-spppfd-, v-spppfg-, v-spppfn-, v-spppma-, v-spppmn-, v-srp-mn-, v-srpafa-, v-srpafd-, v-srpafg-, v-srpafn-, v-srpama-, v-srpamd-, v-srpamg-, v-srpamn-, v-srpamv-, v-srpana-, v-srpand-, v-srpang-, v-srpann-, v-srpefa-, v-srpefd-, v-srpefg-, v-srpefn-, v-srpema-, v-srpemd-, v-srpemg-, v-srpemn-, v-srpemv-, v-srpena-, v-srpend-, v-srpeng-, v-srpenn-, v-srppfn-, v-srppma-, v-srppmn-, v-srppmv-, v1paia---, v1paim---, v1paip---, v1paoa---, v1paom---, v1paop---, v1pasa---, v1pase---, v1pasm---, v1pasp---, v1pfia---, v1pfim---, v1pfom---, v1piia---, v1piie---, v1plia---, v1plie---, v1ppia---, v1ppie---, v1ppip---, v1ppoa---, v1ppoe---, v1ppsa---, v1ppse---, v1pria---, v1prie---, v1prsa---, v1prse---, v1ptie---, v1s-sa---, v1sa-a---, v1saia---, v1saie---, v1saim---, v1saip---, v1sao----, v1saoa---, v1saoe---, v1saom---, v1saop---, v1sasa---, v1sase---, v1sasm---, v1sasp---, v1sfi----, v1sfia---, v1sfie---, v1sfim---, v1sfip---, v1siia---, v1siie---, v1slia---, v1slie---, v1slim---, v1spia---, v1spie---, v1spoa---, v1spoe---, v1spsa---, v1spse---, v1sria---, v1srie---, v1sroa---, v1sroe---, v1srsa---, v1stie---, v1stim---, v2daia---, v2dama---, v2dasa---, v2dase---, v2dfia---, v2dfim---, v2diia---, v2diie---, v2dpia---, v2dpma---, v2dpme---, v2dria---, v2drma---, v2paia---, v2paim---, v2paip---, v2pama---, v2pame---, v2pamm---, v2paoa---, v2paom---, v2paop---, v2pasa---, v2pase---, v2pasm---, v2pasp---, v2pfia---, v2pfim---, v2piia---, v2piie---, v2ppia---, v2ppie---, v2ppma---, v2ppme---, v2ppoa---, v2ppoe---, v2ppsa---, v2pria---, v2prie---, v2prma---, v2prmp---, v2proa---, v2prsa---, v2saia---, v2saie---, v2saim---, v2saip---, v2sam----, v2sama---, v2same---, v2samm---, v2samp---, v2saoa---, v2saoe---, v2saom---, v2saop---, v2sasa---, v2sase---, v2sasm---, v2sasp---, v2sfi----, v2sfia---, v2sfie---, v2sfim---, v2sfip---, v2siia---, v2siie---, v2siip---, v2slia---, v2slie---, v2slim---, v2spia---, v2spie---, v2spma---, v2spme---, v2spoa---, v2spoe---, v2spsa---, v2spse---, v2sria---, v2srie---, v2srma---, v2srme---, v2sroa---, v2srsa---, v2stie---, v3-roe---, v3daia---, v3daim---, v3daip---, v3daoa---, v3dfia---, v3dfim---, v3diia---, v3diie---, v3dlia---, v3dlie---, v3dlim---, v3dpia---, v3dpie---, v3dpma---, v3dpme---, v3dpsa---, v3dria---, v3pai----, v3paia---, v3paie---, v3paim---, v3paip---, v3pamm---, v3paoa---, v3paoe---, v3paom---, v3paop---, v3pasa---, v3pase---, v3pasm---, v3pasp---, v3pfia---, v3pfie---, v3pfim---, v3piia---, v3piie---, v3piip---, v3plia---, v3plie---, v3plim---, v3plip---, v3ppia---, v3ppie---, v3ppip---, v3ppma---, v3ppme---, v3ppoa---, v3ppoe---, v3ppsa---, v3ppse---, v3pria---, v3prie---, v3prip---, v3sai----, v3saia---, v3saie---, v3saim---, v3saip---, v3sama---, v3samm---, v3samp---, v3sana---, v3sao----, v3saoa---, v3saoe---, v3saom---, v3saop---, v3sas----, v3sasa---, v3sase---, v3sasm---, v3sasp---, v3sfi----, v3sfia---, v3sfie---, v3sfim---, v3sfip---, v3sfoa---, v3sii----, v3siia---, v3siie---, v3siip---, v3sli----, v3slia---, v3slie---, v3slim---, v3slip---, v3spia---, v3spie---, v3spip---, v3spma---, v3spme---, v3spoa---, v3spoe---, v3spop---, v3spsa---, v3spse---, v3sria---, v3srie---, v3srip---, v3srma---, v3sroa---, v3srsa---, v3stie---, v3stim---, v3stip---, x--------, x-p----d-, x-p---nn- |
morphologizer |
Case=Gen|Gender=Masc|Number=Sing|POS=PROPN, Case=Gen|Gender=Masc|Number=Sing|POS=NOUN, Case=Gen|Gender=Fem|Number=Sing|POS=NOUN, Case=Nom|Gender=Fem|Number=Sing|POS=NOUN, Case=Nom|Gender=Fem|Number=Sing|POS=DET, POS=SCONJ, POS=CCONJ, Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Aspect=Perf|Case=Nom|Gender=Neut|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, POS=ADP, Case=Gen|Gender=Masc|Number=Plur|POS=NOUN, Case=Dat|Definite=Def|Gender=Masc,Neut|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Masc|Number=Sing|POS=NOUN, Case=Nom|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Mid, Case=Nom|Gender=Neut|Number=Plur|POS=NOUN, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs, POS=ADV, Case=Dat|Gender=Masc|Number=Plur|POS=NOUN, Aspect=Perf|Case=Nom|Gender=Neut|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Case=Nom|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Gender=Fem|Number=Sing|POS=NOUN, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Rcp, Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Masc|Number=Plur|POS=NOUN, Case=Acc|Gender=Masc|Number=Plur|POS=NOUN, Case=Acc|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Aspect=Perf|POS=VERB|Tense=Past|VerbForm=Inf|Voice=Mid, Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=ADJ, Case=Gen|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Mid,Pass, Aspect=Perf|Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Acc|Gender=Fem|Number=Sing|POS=DET, Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Aspect=Perf|Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Act, Case=Acc|Gender=Masc|Number=Sing|POS=DET, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Gender=Masc|Number=Sing|POS=NOUN, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Case=Dat|Gender=Fem|Number=Plur|POS=NOUN, Case=Dat|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Act, Case=Acc|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, POS=VERB|Tense=Pres|VerbForm=Inf|Voice=Mid,Pass, Case=Acc|Gender=Neut|Number=Sing|POS=PROPN, Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Nom|Gender=Neut|Number=Sing|POS=PROPN, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Dat|Degree=Pos|Gender=Masc,Neut|Number=Plur|POS=ADJ, Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Dat|Gender=Fem|Number=Sing|POS=PROPN, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Dat|Gender=Fem|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Gender=Neut|Number=Sing|POS=DET, POS=VERB|Tense=Pres|VerbForm=Inf|Voice=Mid, Case=Acc|Gender=Neut|Number=Sing|POS=NOUN, Case=Dat|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Mid, Aspect=Perf|Case=Gen|Gender=Neut|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Neut|Number=Plur|POS=ADJ, Aspect=Perf|POS=VERB|Tense=Past|VerbForm=Inf|Voice=Act, Case=Acc|Gender=Fem|Number=Plur|POS=NOUN, Case=Acc|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Gen|Definite=Def|Gender=Masc,Neut|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=AUX|Tense=Pres|VerbForm=Inf|Voice=Act, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ|PronType=Dem, Case=Acc|Gender=Fem|Number=Sing|POS=PROPN, Case=Acc|Gender=Fem|Number=Plur|POS=ADJ, Aspect=Perf|Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Act, Case=Gen|Definite=Def|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Gender=Neut|Number=Plur|POS=NOUN, Case=Gen|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Nom|Gender=Masc|Number=Sing|POS=NOUN, Degree=Sup|POS=ADV, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Gen|Gender=Fem|Number=Plur|POS=NOUN, POS=VERB|Tense=Pres|VerbForm=Inf|Voice=Act, Case=Dat|Gender=Fem|Number=Plur|POS=ADJ, Aspect=Perf|POS=VERB|Tense=Past|VerbForm=Inf|Voice=Pass, Case=Gen|Gender=Fem|Number=Sing|POS=PROPN, POS=ADV|Polarity=Neg, Case=Acc|Gender=Masc,Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Plur|POS=ADJ, Mood=Opt|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Gender=Masc|Number=Plur|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=PROPN, Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Number=Plur|POS=PRON|PronType=Rel, 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Case=Dat|Gender=Masc|Number=Sing|POS=ADJ|Person=2|Poss=Yes, Case=Dat|Gender=Masc,Neut|Number=Sing|POS=ADJ|Person=1|Poss=Yes, Mood=Imp|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Nom|Gender=Masc|Number=Plur|POS=ADJ|Person=1|Poss=Yes, Case=Nom|Gender=Masc|Number=Plur|POS=ADJ|Person=2|Poss=Yes, Mood=Opt|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Acc|Gender=Neut|Number=Plur|POS=VERB|VerbForm=Gdv, Aspect=Perf|Mood=Opt|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Case=Acc|Gender=Masc|Number=Sing|POS=ADJ|Person=1|Poss=Yes, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs|Reflex=Yes, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Act, Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ|PronType=Dem, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Int, Case=Dat|Gender=Neut|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Act, 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Mood=Imp|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Mid, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Nom|Gender=Masc|Number=Dual|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Mid, Case=Dat|Gender=Masc|Number=Dual|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Mid, Case=Voc|Gender=Masc|Number=Dual|POS=ADJ, Mood=Sub|Number=Dual|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Case=Acc|Gender=Masc|Number=Dual|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Case=Dat|Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Nom|Gender=Masc|Number=Dual|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Case=Nom|Gender=Fem|Number=Plur|POS=VERB|Tense=Fut|VerbForm=Part|Voice=Mid, Case=Nom|Gender=Masc|Number=Dual|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Plur|POS=X|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Mood=Opt|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Nom|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Gen|Gender=Neut|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Nom|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Aspect=Perf|Mood=Ind|Number=Dual|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Aspect=Perf|Mood=Opt|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Mid, Case=Dat|Gender=Masc|Number=Plur|POS=VERB|Tense=Fut|VerbForm=Part|Voice=Mid, Mood=Imp|Number=Dual|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Case=Voc|Gender=Masc|Number=Dual|POS=PRON, Mood=Sub|Number=Dual|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Mid, Aspect=Perf|Mood=Imp|Number=Dual|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Act, Mood=Imp|Number=Dual|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Mid, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Pass, Mood=Opt|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Mood=Opt|Number=Dual|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Mood=Imp|Number=Sing|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Mood=Ind|Number=Plur|POS=X|Person=3|Tense=Past|VerbForm=Fin|Voice=Mid, Mood=Opt|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Voc|Number=Sing|POS=NOUN, Case=Nom|Gender=Neut|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Aspect=Perf|Case=Nom|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Mood=Opt|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Aspect=Imp|Mood=Ind|Number=Dual|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Mid, Case=Gen|Number=Plur|POS=PRON, Case=Gen|Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Mood=Ind|Number=Dual|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin|Voice=Act, Mood=Opt|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin|Voice=Mid, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Mood=Imp|Number=Dual|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Gender=Masc|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin|Voice=Mid, Mood=Ind|Number=Dual|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin|Voice=Mid, Mood=Ind|Number=Dual|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin|Voice=Mid, Mood=Opt|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Mood=Imp|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Mid, Case=Dat|Number=Sing|POS=PRON|Person=2, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1, Case=Nom|Number=Sing|POS=PRON|Person=2, Case=Gen|Number=Sing|POS=PRON|Person=2, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=1, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=1, Case=Acc|Number=Sing|POS=PRON|Person=2, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=1, Case=Dat|Number=Plur|POS=PRON|Person=2, Case=Voc|Gender=Fem|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Act, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Tense=Fut|VerbForm=Part|Voice=Mid, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1, Case=Nom|Gender=Neut|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3, Case=Acc|Gender=Neut|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Dat|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=1, Degree=Sup|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=2, Case=Nom|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Dat|Number=Plur|POS=X, Case=Dat|Gender=Neut|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Act, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin|Voice=Act, Aspect=Perf|Case=Dat|Gender=Neut|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pqp|VerbForm=Fin|Voice=Mid, Case=Nom|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, Case=Gen|Gender=Masc|Number=Sing|POS=PRON|Person=1, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=2, Mood=Opt|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin|Voice=Act, Case=Nom|Gender=Masc|Number=Sing|POS=VERB|Tense=Past|Voice=Act, Case=Dat|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Act, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Tense=Fut|VerbForm=Part|Voice=Mid, Case=Voc|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=VERB|Tense=Fut|VerbForm=Part|Voice=Mid, POS=VERB|Tense=Pres|VerbForm=Inf, Aspect=Perf|Case=Voc|Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Act, Case=Nom|Gender=Fem|Number=Dual|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Acc|Number=Dual|POS=NOUN, Aspect=Imp|Mood=Ind|Number=Dual|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Nom|Gender=Neut|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part, Case=Gen|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Case=Nom|Gender=Neut|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Inf|Voice=Act, Case=Dat|Gender=Fem|Number=Plur|POS=AUX|Tense=Pres|VerbForm=Part|Voice=Act, Case=Nom|Gender=Neut|Number=Plur|POS=X, Case=Dat|Gender=Neut|Number=Plur|POS=AUX|Tense=Pres|VerbForm=Part|Voice=Act, Case=Gen|Gender=Masc|Number=Plur|POS=VERB|Tense=Fut|VerbForm=Part|Voice=Act, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part|Voice=Mid, Case=Gen|Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Case=Gen|Gender=Neut|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Mid, Aspect=Perf|Case=Nom|Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Fem|POS=VERB|Tense=Pres|VerbForm=Part|Voice=Mid, Mood=Opt|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin |
parser |
ROOT, acl, advcl, advmod, amod, appos, case, cc, ccomp, conj, cop, csubj, csubj:pass, dep, det, discourse, dislocated, fixed, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, orphan, parataxis, punct, vocative, xcomp |
Accuracy
| Type | Score |
|---|---|
TAG_ACC |
94.15 |
POS_ACC |
97.21 |
MORPH_ACC |
94.16 |
DEP_UAS |
81.92 |
DEP_LAS |
76.86 |
SENTS_P |
82.65 |
SENTS_R |
84.42 |
SENTS_F |
83.52 |
LEMMA_ACC |
93.85 |
TRANSFORMER_LOSS |
875117.52 |
TAGGER_LOSS |
8013.69 |
MORPHOLOGIZER_LOSS |
18489.32 |
PARSER_LOSS |
2193434.41 |
TRAINABLE_LEMMATIZER_LOSS |
34833.09 |
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Evaluation results
- TAG (XPOS) Accuracyself-reported0.942
- POS (UPOS) Accuracyself-reported0.972
- Morph (UFeats) Accuracyself-reported0.942
- Lemma Accuracyself-reported0.939
- Unlabeled Attachment Score (UAS)self-reported0.819
- Labeled Attachment Score (LAS)self-reported0.769
- Sentences F-Scoreself-reported0.835