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udpipe2/models-2.10/EVALUATION-logs.txt

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+af_afribooms     UPOS:  98.77,  XPOS:  95.63,   UFeats:  98.31,   AllTags:  95.51,  Lemmas:  97.53,   UAS:  90.72,  LAS:  87.80,  CLAS:  82.75,  MLAS:  79.21,  BLEX:  78.99
+ar_padt          UPOS:  97.02,  XPOS:  94.38,   UFeats:  94.53,   AllTags:  94.07,  Lemmas:  95.31,   UAS:  88.13,  LAS:  83.51,  CLAS:  80.41,  MLAS:  74.57,  BLEX:  76.16
+be_hse           UPOS:  98.81,  XPOS:  96.74,   UFeats:  94.94,   AllTags:  92.87,  Lemmas:  93.86,   UAS:  89.55,  LAS:  87.39,  CLAS:  84.54,  MLAS:  78.23,  BLEX:  78.12
+bg_btb           UPOS:  99.29,  XPOS:  97.30,   UFeats:  98.06,   AllTags:  96.95,  Lemmas:  98.09,   UAS:  95.24,  LAS:  92.44,  CLAS:  89.62,  MLAS:  86.49,  BLEX:  87.03
+ca_ancora        UPOS:  99.14,  XPOS:  97.32,   UFeats:  98.79,   AllTags:  97.07,  Lemmas:  99.46,   UAS:  95.02,  LAS:  93.31,  CLAS:  89.78,  MLAS:  87.69,  BLEX:  89.13
+cop_scriptorium  UPOS:  96.94,  XPOS:  96.78,   UFeats:  97.51,   AllTags:  95.50,  Lemmas:  97.01,   UAS:  90.48,  LAS:  87.70,  CLAS:  81.89,  MLAS:  76.04,  BLEX:  79.55
+cs_cac           UPOS:  99.73,  XPOS:  98.58,   UFeats:  98.38,   AllTags:  98.13,  Lemmas:  99.19,   UAS:  96.09,  LAS:  94.73,  CLAS:  93.70,  MLAS:  91.09,  BLEX:  92.67
+cs_cltt          UPOS:  99.47,  XPOS:  95.47,   UFeats:  95.59,   AllTags:  95.15,  Lemmas:  99.47,   UAS:  91.28,  LAS:  89.73,  CLAS:  87.29,  MLAS:  81.76,  BLEX:  86.82
+cs_fictree       UPOS:  99.18,  XPOS:  97.08,   UFeats:  97.83,   AllTags:  96.87,  Lemmas:  99.36,   UAS:  96.46,  LAS:  94.97,  CLAS:  93.80,  MLAS:  89.69,  BLEX:  92.92
+cs_pdt           UPOS:  99.45,  XPOS:  98.47,   UFeats:  98.40,   AllTags:  98.08,  Lemmas:  99.28,   UAS:  95.64,  LAS:  94.23,  CLAS:  93.35,  MLAS:  90.86,  BLEX:  92.50
+cu_proiel        UPOS:  97.08,  XPOS:  97.28,   UFeats:  91.05,   AllTags:  89.88,  Lemmas:  93.14,   UAS:  88.30,  LAS:  84.19,  CLAS:  82.97,  MLAS:  73.96,  BLEX:  77.40
+cy_ccg           UPOS:  95.84,  XPOS:  94.87,   UFeats:  90.27,   AllTags:  88.01,  Lemmas:  94.44,   UAS:  87.85,  LAS:  81.82,  CLAS:  76.78,  MLAS:  64.29,  BLEX:  70.19
+da_ddt           UPOS:  98.16,  XPOS:  100.00,  UFeats:  97.55,   AllTags:  96.77,  Lemmas:  97.45,   UAS:  89.46,  LAS:  87.42,  CLAS:  85.26,  MLAS:  80.41,  BLEX:  82.17
+de_gsd           UPOS:  95.94,  XPOS:  97.87,   UFeats:  90.62,   AllTags:  87.59,  Lemmas:  96.96,   UAS:  89.28,  LAS:  85.04,  CLAS:  80.96,  MLAS:  65.30,  BLEX:  76.75
+de_hdt           UPOS:  98.62,  XPOS:  98.58,   UFeats:  94.22,   AllTags:  93.83,  Lemmas:  97.26,   UAS:  97.63,  LAS:  96.75,  CLAS:  94.81,  MLAS:  85.45,  BLEX:  91.08
+el_gdt           UPOS:  98.23,  XPOS:  98.24,   UFeats:  95.83,   AllTags:  95.15,  Lemmas:  95.70,   UAS:  93.85,  LAS:  92.04,  CLAS:  88.57,  MLAS:  82.21,  BLEX:  81.75
+en_atis          UPOS:  98.97,  XPOS:  100.00,  UFeats:  98.56,   AllTags:  98.13,  Lemmas:  99.94,   UAS:  95.88,  LAS:  94.26,  CLAS:  92.50,  MLAS:  89.80,  BLEX:  92.40
+en_ewt           UPOS:  97.35,  XPOS:  97.06,   UFeats:  97.51,   AllTags:  95.71,  Lemmas:  98.07,   UAS:  92.62,  LAS:  90.57,  CLAS:  88.15,  MLAS:  84.02,  BLEX:  85.98
+en_gum           UPOS:  98.27,  XPOS:  98.26,   UFeats:  98.21,   AllTags:  97.23,  Lemmas:  99.09,   UAS:  93.17,  LAS:  91.19,  CLAS:  88.17,  MLAS:  85.40,  BLEX:  87.04
+en_lines         UPOS:  97.79,  XPOS:  96.84,   UFeats:  97.07,   AllTags:  94.48,  Lemmas:  98.47,   UAS:  92.09,  LAS:  89.17,  CLAS:  86.34,  MLAS:  81.03,  BLEX:  84.34
+en_partut        UPOS:  97.48,  XPOS:  97.36,   UFeats:  96.57,   AllTags:  95.51,  Lemmas:  98.42,   UAS:  94.48,  LAS:  92.46,  CLAS:  89.24,  MLAS:  83.68,  BLEX:  87.62
+es_ancora        UPOS:  99.11,  XPOS:  96.07,   UFeats:  98.80,   AllTags:  95.62,  Lemmas:  99.42,   UAS:  93.88,  LAS:  91.97,  CLAS:  88.73,  MLAS:  86.57,  BLEX:  88.04
+es_gsd           UPOS:  97.39,  XPOS:  100.00,  UFeats:  97.20,   AllTags:  95.53,  Lemmas:  98.97,   UAS:  92.65,  LAS:  90.32,  CLAS:  86.46,  MLAS:  79.43,  BLEX:  85.05
+et_edt           UPOS:  97.81,  XPOS:  98.36,   UFeats:  96.36,   AllTags:  95.17,  Lemmas:  95.43,   UAS:  89.71,  LAS:  87.03,  CLAS:  85.53,  MLAS:  80.74,  BLEX:  80.37
+et_ewt           UPOS:  96.65,  XPOS:  97.43,   UFeats:  95.17,   AllTags:  93.07,  Lemmas:  94.97,   UAS:  86.76,  LAS:  83.24,  CLAS:  80.95,  MLAS:  74.74,  BLEX:  75.57
+eu_bdt           UPOS:  96.30,  XPOS:  100.00,  UFeats:  93.50,   AllTags:  91.48,  Lemmas:  96.39,   UAS:  87.48,  LAS:  84.36,  CLAS:  83.23,  MLAS:  74.75,  BLEX:  79.86
+fa_perdt         UPOS:  97.78,  XPOS:  97.65,   UFeats:  97.91,   AllTags:  95.88,  Lemmas:  99.19,   UAS:  94.18,  LAS:  91.95,  CLAS:  90.15,  MLAS:  86.72,  BLEX:  89.23
+fa_seraji        UPOS:  98.24,  XPOS:  98.29,   UFeats:  98.29,   AllTags:  97.77,  Lemmas:  96.80,   UAS:  92.36,  LAS:  89.48,  CLAS:  86.84,  MLAS:  84.78,  BLEX:  83.40
+fi_ftb           UPOS:  97.00,  XPOS:  95.36,   UFeats:  96.91,   AllTags:  94.28,  Lemmas:  95.67,   UAS:  91.91,  LAS:  89.22,  CLAS:  86.82,  MLAS:  82.47,  BLEX:  82.83
+fi_tdt           UPOS:  97.92,  XPOS:  98.49,   UFeats:  96.30,   AllTags:  95.41,  Lemmas:  92.45,   UAS:  91.51,  LAS:  89.46,  CLAS:  87.88,  MLAS:  83.17,  BLEX:  79.15
+fo_farpahc       UPOS:  97.63,  XPOS:  93.28,   UFeats:  94.72,   AllTags:  92.70,  Lemmas:  100.00,  UAS:  86.82,  LAS:  83.10,  CLAS:  76.51,  MLAS:  69.17,  BLEX:  76.51
+fr_gsd           UPOS:  98.44,  XPOS:  100.00,  UFeats:  98.47,   AllTags:  97.71,  Lemmas:  98.75,   UAS:  94.55,  LAS:  92.71,  CLAS:  89.22,  MLAS:  86.34,  BLEX:  87.59
+fr_parisstories  UPOS:  96.81,  XPOS:  100.00,  UFeats:  94.89,   AllTags:  92.68,  Lemmas:  97.98,   UAS:  81.66,  LAS:  76.48,  CLAS:  70.99,  MLAS:  62.48,  BLEX:  69.32
+fr_partut        UPOS:  97.89,  XPOS:  97.35,   UFeats:  95.27,   AllTags:  94.51,  Lemmas:  97.89,   UAS:  95.62,  LAS:  93.85,  CLAS:  90.63,  MLAS:  82.18,  BLEX:  87.24
+fr_rhapsodie     UPOS:  98.00,  XPOS:  98.13,   UFeats:  96.88,   AllTags:  93.95,  Lemmas:  98.99,   UAS:  89.90,  LAS:  86.09,  CLAS:  81.29,  MLAS:  75.88,  BLEX:  80.35
+fr_sequoia       UPOS:  99.24,  XPOS:  100.00,  UFeats:  97.95,   AllTags:  97.54,  Lemmas:  99.13,   UAS:  95.43,  LAS:  94.11,  CLAS:  91.57,  MLAS:  88.00,  BLEX:  90.34
+fro_srcmf        UPOS:  96.99,  XPOS:  96.82,   UFeats:  98.01,   AllTags:  96.01,  Lemmas:  99.95,   UAS:  91.58,  LAS:  87.82,  CLAS:  84.91,  MLAS:  81.15,  BLEX:  84.85
+ga_idt           UPOS:  95.89,  XPOS:  95.07,   UFeats:  90.62,   AllTags:  87.43,  Lemmas:  95.54,   UAS:  87.28,  LAS:  81.64,  CLAS:  76.56,  MLAS:  64.55,  BLEX:  71.85
+gd_arcosg        UPOS:  96.62,  XPOS:  92.24,   UFeats:  94.09,   AllTags:  91.39,  Lemmas:  97.59,   UAS:  87.34,  LAS:  81.66,  CLAS:  77.44,  MLAS:  69.22,  BLEX:  75.23
+gl_ctg           UPOS:  98.01,  XPOS:  97.78,   UFeats:  99.84,   AllTags:  97.41,  Lemmas:  98.79,   UAS:  87.31,  LAS:  84.80,  CLAS:  80.10,  MLAS:  74.04,  BLEX:  78.88
+gl_treegal       UPOS:  97.19,  XPOS:  94.83,   UFeats:  95.91,   AllTags:  93.86,  Lemmas:  97.86,   UAS:  86.75,  LAS:  82.40,  CLAS:  77.86,  MLAS:  71.24,  BLEX:  75.54
+got_proiel       UPOS:  96.97,  XPOS:  97.42,   UFeats:  90.97,   AllTags:  89.31,  Lemmas:  94.71,   UAS:  84.11,  LAS:  78.29,  CLAS:  75.45,  MLAS:  65.70,  BLEX:  71.10
+grc_perseus      UPOS:  92.88,  XPOS:  85.60,   UFeats:  91.47,   AllTags:  84.90,  Lemmas:  86.70,   UAS:  80.32,  LAS:  74.53,  CLAS:  68.75,  MLAS:  54.71,  BLEX:  55.87
+grc_proiel       UPOS:  97.87,  XPOS:  98.14,   UFeats:  92.48,   AllTags:  91.22,  Lemmas:  94.73,   UAS:  86.05,  LAS:  82.14,  CLAS:  77.52,  MLAS:  66.97,  BLEX:  71.90
+hbo_ptnk         UPOS:  68.02,  XPOS:  67.97,   UFeats:  67.11,   AllTags:  56.05,  Lemmas:  53.36,   UAS:  63.32,  LAS:  51.61,  CLAS:  43.47,  MLAS:  28.00,  BLEX:  24.34
+he_htb           UPOS:  97.44,  XPOS:  97.42,   UFeats:  95.76,   AllTags:  95.03,  Lemmas:  97.34,   UAS:  92.71,  LAS:  90.24,  CLAS:  85.28,  MLAS:  78.74,  BLEX:  81.80
+he_iahltwiki     UPOS:  97.09,  XPOS:  97.10,   UFeats:  91.58,   AllTags:  90.40,  Lemmas:  98.24,   UAS:  93.88,  LAS:  91.45,  CLAS:  87.75,  MLAS:  74.25,  BLEX:  85.44
+hi_hdtb          UPOS:  97.58,  XPOS:  97.14,   UFeats:  94.19,   AllTags:  92.25,  Lemmas:  98.92,   UAS:  95.42,  LAS:  92.44,  CLAS:  89.10,  MLAS:  79.35,  BLEX:  87.81
+hr_set           UPOS:  98.54,  XPOS:  95.80,   UFeats:  96.31,   AllTags:  95.54,  Lemmas:  97.68,   UAS:  92.67,  LAS:  89.75,  CLAS:  87.55,  MLAS:  81.90,  BLEX:  84.69
+hu_szeged        UPOS:  96.79,  XPOS:  100.00,  UFeats:  94.35,   AllTags:  93.56,  Lemmas:  95.04,   UAS:  89.30,  LAS:  85.53,  CLAS:  84.34,  MLAS:  75.39,  BLEX:  78.45
+hy_armtdp        UPOS:  96.63,  XPOS:  100.00,  UFeats:  92.05,   AllTags:  90.61,  Lemmas:  95.70,   UAS:  88.50,  LAS:  83.81,  CLAS:  79.54,  MLAS:  70.02,  BLEX:  75.42
+hy_bsut          UPOS:  97.53,  XPOS:  100.00,  UFeats:  92.25,   AllTags:  91.44,  Lemmas:  96.82,   UAS:  90.55,  LAS:  86.28,  CLAS:  82.61,  MLAS:  71.68,  BLEX:  79.32
+hyw_armtdp       UPOS:  96.90,  XPOS:  100.00,  UFeats:  92.66,   AllTags:  91.86,  Lemmas:  97.22,   UAS:  89.64,  LAS:  84.88,  CLAS:  79.34,  MLAS:  70.04,  BLEX:  76.22
+id_csui          UPOS:  96.56,  XPOS:  96.72,   UFeats:  97.43,   AllTags:  95.97,  Lemmas:  98.87,   UAS:  87.76,  LAS:  83.27,  CLAS:  80.93,  MLAS:  77.55,  BLEX:  79.90
+id_gsd           UPOS:  94.66,  XPOS:  94.26,   UFeats:  96.00,   AllTags:  89.13,  Lemmas:  98.53,   UAS:  88.56,  LAS:  82.41,  CLAS:  79.03,  MLAS:  73.15,  BLEX:  77.87
+is_icepahc       UPOS:  97.08,  XPOS:  93.45,   UFeats:  91.47,   AllTags:  86.61,  Lemmas:  96.15,   UAS:  87.77,  LAS:  83.87,  CLAS:  78.62,  MLAS:  66.49,  BLEX:  74.83
+is_modern        UPOS:  99.14,  XPOS:  98.21,   UFeats:  98.45,   AllTags:  97.95,  Lemmas:  98.98,   UAS:  94.50,  LAS:  93.26,  CLAS:  91.23,  MLAS:  89.41,  BLEX:  90.16
+it_isdt          UPOS:  98.72,  XPOS:  98.65,   UFeats:  98.42,   AllTags:  97.83,  Lemmas:  98.95,   UAS:  94.96,  LAS:  93.34,  CLAS:  89.84,  MLAS:  86.95,  BLEX:  88.38
+it_markit        UPOS:  97.15,  XPOS:  97.40,   UFeats:  94.09,   AllTags:  92.34,  Lemmas:  88.54,   UAS:  89.14,  LAS:  85.26,  CLAS:  81.14,  MLAS:  70.49,  BLEX:  78.46
+it_partut        UPOS:  98.54,  XPOS:  98.57,   UFeats:  98.49,   AllTags:  97.69,  Lemmas:  98.93,   UAS:  96.26,  LAS:  94.15,  CLAS:  90.51,  MLAS:  87.68,  BLEX:  89.07
+it_postwita      UPOS:  97.04,  XPOS:  96.83,   UFeats:  96.80,   AllTags:  95.29,  Lemmas:  97.31,   UAS:  88.36,  LAS:  84.20,  CLAS:  79.86,  MLAS:  75.33,  BLEX:  77.34
+it_twittiro      UPOS:  96.91,  XPOS:  96.61,   UFeats:  95.93,   AllTags:  94.09,  Lemmas:  95.19,   UAS:  88.07,  LAS:  83.53,  CLAS:  78.14,  MLAS:  71.77,  BLEX:  72.69
+it_vit           UPOS:  98.36,  XPOS:  97.71,   UFeats:  97.85,   AllTags:  96.52,  Lemmas:  99.10,   UAS:  92.88,  LAS:  89.97,  CLAS:  85.60,  MLAS:  81.89,  BLEX:  84.63
+ja_gsd           UPOS:  98.55,  XPOS:  97.50,   UFeats:  99.99,   AllTags:  97.13,  Lemmas:  98.47,   UAS:  94.73,  LAS:  93.75,  CLAS:  90.40,  MLAS:  88.50,  BLEX:  88.34
+ja_gsdluw        UPOS:  98.36,  XPOS:  98.05,   UFeats:  100.00,  AllTags:  97.93,  Lemmas:  97.89,   UAS:  95.23,  LAS:  94.18,  CLAS:  88.82,  MLAS:  86.38,  BLEX:  85.19
+ko_gsd           UPOS:  96.73,  XPOS:  90.43,   UFeats:  99.82,   AllTags:  88.19,  Lemmas:  93.69,   UAS:  89.32,  LAS:  85.66,  CLAS:  83.79,  MLAS:  81.52,  BLEX:  77.99
+ko_kaist         UPOS:  95.88,  XPOS:  87.74,   UFeats:  100.00,  AllTags:  87.56,  Lemmas:  94.17,   UAS:  89.34,  LAS:  87.48,  CLAS:  85.38,  MLAS:  82.15,  BLEX:  80.14
+la_perseus       UPOS:  91.85,  XPOS:  80.66,   UFeats:  86.20,   AllTags:  78.48,  Lemmas:  88.15,   UAS:  78.13,  LAS:  68.71,  CLAS:  64.31,  MLAS:  52.28,  BLEX:  55.56
+la_udante        UPOS:  90.82,  XPOS:  75.70,   UFeats:  81.53,   AllTags:  71.65,  Lemmas:  87.44,   UAS:  75.47,  LAS:  67.94,  CLAS:  59.71,  MLAS:  43.88,  BLEX:  50.47
+la_ittb          UPOS:  98.92,  XPOS:  96.57,   UFeats:  96.79,   AllTags:  95.18,  Lemmas:  99.18,   UAS:  91.51,  LAS:  89.51,  CLAS:  87.10,  MLAS:  82.60,  BLEX:  86.59
+la_llct          UPOS:  99.68,  XPOS:  97.15,   UFeats:  97.25,   AllTags:  96.89,  Lemmas:  97.78,   UAS:  95.55,  LAS:  94.57,  CLAS:  93.62,  MLAS:  89.80,  BLEX:  90.98
+la_proiel        UPOS:  97.12,  XPOS:  97.32,   UFeats:  91.24,   AllTags:  90.24,  Lemmas:  96.44,   UAS:  83.20,  LAS:  78.50,  CLAS:  75.46,  MLAS:  66.31,  BLEX:  73.00
+lt_alksnis       UPOS:  96.04,  XPOS:  90.52,   UFeats:  91.23,   AllTags:  89.61,  Lemmas:  93.69,   UAS:  83.70,  LAS:  79.89,  CLAS:  77.74,  MLAS:  68.90,  BLEX:  72.37
+lt_hse           UPOS:  91.23,  XPOS:  92.36,   UFeats:  85.28,   AllTags:  80.09,  Lemmas:  90.57,   UAS:  73.96,  LAS:  64.53,  CLAS:  62.53,  MLAS:  47.54,  BLEX:  56.10
+lv_lvtb          UPOS:  97.14,  XPOS:  90.44,   UFeats:  94.49,   AllTags:  89.64,  Lemmas:  96.55,   UAS:  89.84,  LAS:  86.82,  CLAS:  84.71,  MLAS:  77.05,  BLEX:  81.31
+lzh_kyoto        UPOS:  92.31,  XPOS:  90.88,   UFeats:  93.87,   AllTags:  88.08,  Lemmas:  99.47,   UAS:  83.15,  LAS:  77.63,  CLAS:  76.82,  MLAS:  73.05,  BLEX:  76.42
+mr_ufal          UPOS:  82.52,  XPOS:  100.00,  UFeats:  68.20,   AllTags:  62.86,  Lemmas:  80.83,   UAS:  68.93,  LAS:  58.50,  CLAS:  51.45,  MLAS:  29.46,  BLEX:  38.17
+mt_mudt          UPOS:  95.95,  XPOS:  95.92,   UFeats:  100.00,  AllTags:  95.48,  Lemmas:  100.00,  UAS:  85.65,  LAS:  80.69,  CLAS:  73.31,  MLAS:  69.38,  BLEX:  73.31
+nl_alpino        UPOS:  97.97,  XPOS:  96.87,   UFeats:  97.89,   AllTags:  96.39,  Lemmas:  95.26,   UAS:  94.01,  LAS:  91.64,  CLAS:  87.74,  MLAS:  84.12,  BLEX:  80.85
+nl_lassysmall    UPOS:  97.26,  XPOS:  96.43,   UFeats:  97.31,   AllTags:  95.79,  Lemmas:  95.97,   UAS:  94.51,  LAS:  91.66,  CLAS:  88.45,  MLAS:  84.41,  BLEX:  83.08
+no_bokmaal       UPOS:  98.61,  XPOS:  100.00,  UFeats:  97.69,   AllTags:  97.07,  Lemmas:  98.82,   UAS:  94.40,  LAS:  92.92,  CLAS:  90.96,  MLAS:  87.60,  BLEX:  89.44
+no_nynorsk       UPOS:  98.41,  XPOS:  100.00,  UFeats:  97.49,   AllTags:  96.71,  Lemmas:  98.53,   UAS:  94.63,  LAS:  92.93,  CLAS:  91.06,  MLAS:  86.89,  BLEX:  89.20
+no_nynorsklia    UPOS:  96.72,  XPOS:  100.00,  UFeats:  95.80,   AllTags:  93.84,  Lemmas:  98.14,   UAS:  81.41,  LAS:  76.83,  CLAS:  71.80,  MLAS:  66.22,  BLEX:  69.89
+orv_birchbark    UPOS:  89.37,  XPOS:  99.37,   UFeats:  76.61,   AllTags:  72.61,  Lemmas:  66.04,   UAS:  76.32,  LAS:  69.00,  CLAS:  62.28,  MLAS:  41.54,  BLEX:  33.60
+orv_rnc          UPOS:  93.29,  XPOS:  88.93,   UFeats:  78.51,   AllTags:  68.69,  Lemmas:  76.77,   UAS:  67.15,  LAS:  61.10,  CLAS:  55.87,  MLAS:  37.11,  BLEX:  37.26
+orv_torot        UPOS:  95.06,  XPOS:  95.30,   UFeats:  88.54,   AllTags:  86.56,  Lemmas:  85.96,   UAS:  83.29,  LAS:  77.23,  CLAS:  74.03,  MLAS:  64.03,  BLEX:  62.93
+pcm_nsc          UPOS:  98.08,  XPOS:  100.00,  UFeats:  99.00,   AllTags:  97.57,  Lemmas:  99.38,   UAS:  93.74,  LAS:  91.07,  CLAS:  90.15,  MLAS:  88.21,  BLEX:  89.67
+pl_lfg           UPOS:  99.17,  XPOS:  96.25,   UFeats:  96.75,   AllTags:  95.32,  Lemmas:  98.38,   UAS:  97.25,  LAS:  95.90,  CLAS:  94.64,  MLAS:  90.19,  BLEX:  92.68
+pl_pdb           UPOS:  99.05,  XPOS:  96.03,   UFeats:  96.23,   AllTags:  95.38,  Lemmas:  98.23,   UAS:  94.73,  LAS:  92.70,  CLAS:  90.86,  MLAS:  85.82,  BLEX:  88.80
+pt_bosque        UPOS:  98.22,  XPOS:  100.00,  UFeats:  97.23,   AllTags:  96.27,  Lemmas:  98.66,   UAS:  93.50,  LAS:  91.16,  CLAS:  87.67,  MLAS:  82.44,  BLEX:  85.87
+pt_gsd           UPOS:  98.65,  XPOS:  98.64,   UFeats:  99.89,   AllTags:  98.55,  Lemmas:  99.40,   UAS:  94.90,  LAS:  93.81,  CLAS:  90.98,  MLAS:  89.23,  BLEX:  90.36
+qpm_philotis     UPOS:  98.90,  XPOS:  100.00,  UFeats:  95.67,   AllTags:  95.32,  Lemmas:  96.69,   UAS:  88.68,  LAS:  83.75,  CLAS:  78.35,  MLAS:  71.48,  BLEX:  74.42
+qtd_sagt         UPOS:  91.09,  XPOS:  100.00,  UFeats:  80.84,   AllTags:  76.02,  Lemmas:  91.52,   UAS:  72.70,  LAS:  62.06,  CLAS:  56.88,  MLAS:  41.62,  BLEX:  51.71
+ro_nonstandard   UPOS:  97.30,  XPOS:  92.86,   UFeats:  91.51,   AllTags:  90.08,  Lemmas:  95.99,   UAS:  90.58,  LAS:  86.50,  CLAS:  82.00,  MLAS:  69.63,  BLEX:  77.69
+ro_rrt           UPOS:  98.19,  XPOS:  97.45,   UFeats:  97.67,   AllTags:  97.21,  Lemmas:  98.22,   UAS:  92.72,  LAS:  89.13,  CLAS:  85.64,  MLAS:  82.13,  BLEX:  83.69
+ro_simonero      UPOS:  98.60,  XPOS:  98.12,   UFeats:  97.70,   AllTags:  97.37,  Lemmas:  99.07,   UAS:  94.41,  LAS:  92.44,  CLAS:  89.67,  MLAS:  85.72,  BLEX:  88.60
+ru_gsd           UPOS:  98.58,  XPOS:  97.98,   UFeats:  95.15,   AllTags:  93.97,  Lemmas:  97.43,   UAS:  92.67,  LAS:  89.69,  CLAS:  88.71,  MLAS:  81.94,  BLEX:  85.64
+ru_syntagrus     UPOS:  98.79,  XPOS:  100.00,  UFeats:  94.30,   AllTags:  94.00,  Lemmas:  98.46,   UAS:  94.56,  LAS:  92.40,  CLAS:  91.22,  MLAS:  83.25,  BLEX:  89.44
+ru_taiga         UPOS:  97.34,  XPOS:  100.00,  UFeats:  94.89,   AllTags:  93.63,  Lemmas:  96.37,   UAS:  85.64,  LAS:  81.92,  CLAS:  79.70,  MLAS:  72.73,  BLEX:  76.10
+sa_vedic         UPOS:  89.97,  XPOS:  100.00,  UFeats:  83.05,   AllTags:  78.27,  Lemmas:  87.33,   UAS:  73.74,  LAS:  62.01,  CLAS:  61.49,  MLAS:  51.98,  BLEX:  55.41
+sk_snk           UPOS:  97.88,  XPOS:  90.55,   UFeats:  93.69,   AllTags:  89.78,  Lemmas:  96.50,   UAS:  93.89,  LAS:  92.05,  CLAS:  90.98,  MLAS:  82.79,  BLEX:  86.92
+sl_ssj           UPOS:  99.03,  XPOS:  97.02,   UFeats:  97.24,   AllTags:  96.69,  Lemmas:  98.63,   UAS:  94.15,  LAS:  92.76,  CLAS:  90.59,  MLAS:  86.97,  BLEX:  89.02
+sl_sst           UPOS:  95.62,  XPOS:  93.09,   UFeats:  92.91,   AllTags:  90.82,  Lemmas:  97.55,   UAS:  78.41,  LAS:  73.09,  CLAS:  69.96,  MLAS:  63.33,  BLEX:  68.33
+sme_giella       UPOS:  91.92,  XPOS:  93.67,   UFeats:  89.46,   AllTags:  85.43,  Lemmas:  87.13,   UAS:  75.48,  LAS:  70.77,  CLAS:  68.68,  MLAS:  60.05,  BLEX:  58.58
+sr_set           UPOS:  99.13,  XPOS:  96.01,   UFeats:  96.20,   AllTags:  95.74,  Lemmas:  97.78,   UAS:  94.26,  LAS:  91.80,  CLAS:  90.34,  MLAS:  84.30,  BLEX:  87.60
+sv_lines         UPOS:  97.73,  XPOS:  95.52,   UFeats:  90.87,   AllTags:  88.13,  Lemmas:  97.76,   UAS:  91.44,  LAS:  88.20,  CLAS:  85.49,  MLAS:  72.49,  BLEX:  82.96
+sv_talbanken     UPOS:  98.61,  XPOS:  97.52,   UFeats:  97.48,   AllTags:  96.70,  Lemmas:  98.32,   UAS:  92.68,  LAS:  90.31,  CLAS:  88.54,  MLAS:  84.43,  BLEX:  86.55
+ta_ttb           UPOS:  89.29,  XPOS:  87.78,   UFeats:  89.94,   AllTags:  82.65,  Lemmas:  94.42,   UAS:  78.13,  LAS:  68.78,  CLAS:  65.74,  MLAS:  56.80,  BLEX:  61.48
+te_mtg           UPOS:  94.04,  XPOS:  94.17,   UFeats:  99.03,   AllTags:  93.90,  Lemmas:  100.00,  UAS:  91.68,  LAS:  85.58,  CLAS:  81.98,  MLAS:  77.98,  BLEX:  81.98
+tr_atis          UPOS:  99.02,  XPOS:  100.00,  UFeats:  98.52,   AllTags:  98.32,  Lemmas:  99.13,   UAS:  91.13,  LAS:  89.32,  CLAS:  88.73,  MLAS:  87.00,  BLEX:  87.95
+tr_boun          UPOS:  92.53,  XPOS:  93.47,   UFeats:  92.77,   AllTags:  87.21,  Lemmas:  94.26,   UAS:  81.07,  LAS:  74.73,  CLAS:  72.30,  MLAS:  61.25,  BLEX:  66.92
+tr_framenet      UPOS:  96.86,  XPOS:  100.00,  UFeats:  94.82,   AllTags:  94.07,  Lemmas:  96.66,   UAS:  93.39,  LAS:  84.25,  CLAS:  81.02,  MLAS:  73.89,  BLEX:  77.64
+tr_imst          UPOS:  95.94,  XPOS:  95.49,   UFeats:  92.38,   AllTags:  89.91,  Lemmas:  96.13,   UAS:  78.07,  LAS:  72.09,  CLAS:  68.54,  MLAS:  60.22,  BLEX:  65.33
+tr_kenet         UPOS:  93.72,  XPOS:  100.00,  UFeats:  92.12,   AllTags:  90.71,  Lemmas:  93.33,   UAS:  84.07,  LAS:  71.29,  CLAS:  70.60,  MLAS:  61.80,  BLEX:  64.89
+tr_penn          UPOS:  96.30,  XPOS:  100.00,  UFeats:  95.08,   AllTags:  93.88,  Lemmas:  95.01,   UAS:  86.76,  LAS:  73.92,  CLAS:  70.55,  MLAS:  63.59,  BLEX:  66.03
+tr_tourism       UPOS:  98.85,  XPOS:  100.00,  UFeats:  95.12,   AllTags:  94.72,  Lemmas:  98.40,   UAS:  97.25,  LAS:  91.58,  CLAS:  89.07,  MLAS:  82.03,  BLEX:  87.45
+ug_udt           UPOS:  89.71,  XPOS:  92.31,   UFeats:  88.64,   AllTags:  80.51,  Lemmas:  95.14,   UAS:  78.38,  LAS:  66.50,  CLAS:  60.23,  MLAS:  47.83,  BLEX:  56.57
+uk_iu            UPOS:  98.08,  XPOS:  94.54,   UFeats:  94.35,   AllTags:  93.26,  Lemmas:  97.53,   UAS:  91.12,  LAS:  88.72,  CLAS:  86.01,  MLAS:  79.14,  BLEX:  83.36
+ur_udtb          UPOS:  93.93,  XPOS:  92.17,   UFeats:  82.92,   AllTags:  78.42,  Lemmas:  97.41,   UAS:  88.23,  LAS:  82.57,  CLAS:  77.05,  MLAS:  56.64,  BLEX:  74.76
+vi_vtb           UPOS:  90.36,  XPOS:  88.56,   UFeats:  99.74,   AllTags:  88.33,  Lemmas:  99.59,   UAS:  72.88,  LAS:  65.41,  CLAS:  62.99,  MLAS:  58.76,  BLEX:  62.51
+wo_wtb           UPOS:  95.17,  XPOS:  95.07,   UFeats:  94.28,   AllTags:  92.24,  Lemmas:  95.96,   UAS:  86.28,  LAS:  80.76,  CLAS:  75.46,  MLAS:  68.69,  BLEX:  72.07
+zh_gsd           UPOS:  96.21,  XPOS:  96.08,   UFeats:  99.40,   AllTags:  95.34,  Lemmas:  99.99,   UAS:  87.15,  LAS:  83.95,  CLAS:  82.60,  MLAS:  78.42,  BLEX:  82.59
+zh_gsdsimp       UPOS:  96.15,  XPOS:  96.04,   UFeats:  99.45,   AllTags:  95.30,  Lemmas:  99.99,   UAS:  87.28,  LAS:  84.07,  CLAS:  82.65,  MLAS:  78.56,  BLEX:  82.64
+************     *****  96.49,  XPOS:  96.10,   UFeats:  94.35,   AllTags:  91.83,  Lemmas:  95.84,   UAS:  88.77,  LAS:  84.76,  CLAS:  81.51,  MLAS:  74.47,  BLEX:  77.84

udpipe2/models-2.10/EVALUATION-server.txt

@@ -0,0 +1,246 @@
+afrikaans-afribooms-ud-2.10-220711 raw_text Tokens:99.78 Sentences:98.59 Words:99.78 UPOS:98.58 XPOS:95.46 UFeats:98.13 AllTags:95.33 Lemmas:97.43 UAS:90.10 LAS:87.23 CLAS:82.16 MLAS:78.64 BLEX:78.59
+afrikaans-afribooms-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.77 XPOS:95.62 UFeats:98.31 AllTags:95.50 Lemmas:97.53 UAS:90.72 LAS:87.80 CLAS:82.75 MLAS:79.23 BLEX:78.99
+ancient_greek-perseus-ud-2.10-220711 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:92.83 XPOS:85.55 UFeats:91.45 AllTags:84.87 Lemmas:86.68 UAS:80.13 LAS:74.36 CLAS:68.58 MLAS:54.62 BLEX:55.72
+ancient_greek-perseus-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:92.88 XPOS:85.60 UFeats:91.47 AllTags:84.90 Lemmas:86.70 UAS:80.32 LAS:74.53 CLAS:68.75 MLAS:54.73 BLEX:55.87
+ancient_greek-proiel-ud-2.10-220711 raw_text Tokens:100.00 Sentences:48.02 Words:100.00 UPOS:97.77 XPOS:98.05 UFeats:92.35 AllTags:91.05 Lemmas:94.71 UAS:79.82 LAS:76.06 CLAS:70.68 MLAS:60.08 BLEX:65.75
+ancient_greek-proiel-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.87 XPOS:98.14 UFeats:92.49 AllTags:91.26 Lemmas:94.73 UAS:86.05 LAS:82.14 CLAS:77.52 MLAS:67.03 BLEX:71.90
+ancient_hebrew-ptnk-ud-2.10-220711 raw_text Tokens:100.00 Sentences:98.06 Words:68.76 UPOS:56.80 XPOS:56.94 UFeats:55.13 AllTags:50.80 Lemmas:49.88 UAS:38.73 LAS:34.67 CLAS:24.33 MLAS:18.47 BLEX:17.69
+ancient_hebrew-ptnk-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:68.03 XPOS:67.97 UFeats:66.97 AllTags:56.15 Lemmas:53.35 UAS:63.31 LAS:51.61 CLAS:43.47 MLAS:28.08 BLEX:24.34
+arabic-padt-ud-2.10-220711 raw_text Tokens:99.98 Sentences:82.09 Words:94.58 UPOS:91.72 XPOS:89.01 UFeats:89.14 AllTags:88.69 Lemmas:90.41 UAS:78.63 LAS:74.54 CLAS:71.29 MLAS:65.84 BLEX:67.88
+arabic-padt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.02 XPOS:94.38 UFeats:94.53 AllTags:94.08 Lemmas:95.31 UAS:88.11 LAS:83.49 CLAS:80.38 MLAS:74.57 BLEX:76.13
+armenian-armtdp-ud-2.10-220711 raw_text Tokens:99.86 Sentences:95.70 Words:99.28 UPOS:96.07 XPOS:99.28 UFeats:91.39 AllTags:90.28 Lemmas:95.04 UAS:86.84 LAS:82.22 CLAS:78.45 MLAS:69.53 BLEX:74.39
+armenian-armtdp-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.63 XPOS:100.00 UFeats:92.03 AllTags:90.77 Lemmas:95.70 UAS:88.50 LAS:83.81 CLAS:79.54 MLAS:70.18 BLEX:75.42
+armenian-bsut-ud-2.10-220711 raw_text Tokens:99.94 Sentences:98.73 Words:99.79 UPOS:97.31 XPOS:99.79 UFeats:92.01 AllTags:91.24 Lemmas:96.62 UAS:90.02 LAS:85.75 CLAS:82.13 MLAS:71.20 BLEX:78.86
+armenian-bsut-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.53 XPOS:100.00 UFeats:92.24 AllTags:91.48 Lemmas:96.82 UAS:90.56 LAS:86.29 CLAS:82.62 MLAS:71.73 BLEX:79.32
+basque-bdt-ud-2.10-220711 raw_text Tokens:99.94 Sentences:99.83 Words:99.94 UPOS:96.25 XPOS:99.94 UFeats:92.69 AllTags:90.69 Lemmas:96.36 UAS:87.40 LAS:84.28 CLAS:83.16 MLAS:73.94 BLEX:79.81
+basque-bdt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.30 XPOS:100.00 UFeats:92.73 AllTags:90.72 Lemmas:96.39 UAS:87.48 LAS:84.36 CLAS:83.23 MLAS:73.99 BLEX:79.86
+belarusian-hse-ud-2.10-220711 raw_text Tokens:99.47 Sentences:83.97 Words:99.47 UPOS:98.30 XPOS:96.26 UFeats:94.38 AllTags:92.37 Lemmas:93.35 UAS:86.84 LAS:84.85 CLAS:82.19 MLAS:76.00 BLEX:76.01
+belarusian-hse-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.81 XPOS:96.74 UFeats:94.94 AllTags:92.87 Lemmas:93.86 UAS:89.55 LAS:87.38 CLAS:84.53 MLAS:78.23 BLEX:78.11
+bulgarian-btb-ud-2.10-220711 raw_text Tokens:99.91 Sentences:94.17 Words:99.91 UPOS:99.19 XPOS:97.20 UFeats:97.97 AllTags:96.85 Lemmas:97.99 UAS:94.41 LAS:91.67 CLAS:88.89 MLAS:85.89 BLEX:86.31
+bulgarian-btb-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.29 XPOS:97.30 UFeats:98.07 AllTags:96.96 Lemmas:98.09 UAS:95.24 LAS:92.44 CLAS:89.62 MLAS:86.52 BLEX:87.03
+catalan-ancora-ud-2.10-220711 raw_text Tokens:99.97 Sentences:99.08 Words:99.95 UPOS:99.07 XPOS:97.21 UFeats:98.70 AllTags:96.96 Lemmas:99.40 UAS:94.86 LAS:93.14 CLAS:89.56 MLAS:87.45 BLEX:88.92
+catalan-ancora-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.14 XPOS:97.32 UFeats:98.78 AllTags:97.07 Lemmas:99.46 UAS:95.02 LAS:93.30 CLAS:89.77 MLAS:87.69 BLEX:89.13
+chinese-gsdsimp-ud-2.10-220711 raw_text Tokens:90.29 Sentences:99.10 Words:90.29 UPOS:87.21 XPOS:87.16 UFeats:89.74 AllTags:86.42 Lemmas:90.29 UAS:73.11 LAS:70.62 CLAS:67.09 MLAS:63.58 BLEX:67.09
+chinese-gsdsimp-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.14 XPOS:96.04 UFeats:99.45 AllTags:95.30 Lemmas:99.99 UAS:87.28 LAS:84.07 CLAS:82.65 MLAS:78.56 BLEX:82.64
+chinese-gsd-ud-2.10-220711 raw_text Tokens:90.27 Sentences:99.10 Words:90.27 UPOS:87.15 XPOS:87.05 UFeats:89.71 AllTags:86.36 Lemmas:90.27 UAS:72.85 LAS:70.29 CLAS:66.89 MLAS:63.41 BLEX:66.89
+chinese-gsd-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.21 XPOS:96.08 UFeats:99.40 AllTags:95.34 Lemmas:99.99 UAS:87.15 LAS:83.96 CLAS:82.60 MLAS:78.41 BLEX:82.59
+classical_chinese-kyoto-ud-2.10-220711 raw_text Tokens:97.26 Sentences:40.71 Words:97.26 UPOS:87.40 XPOS:86.48 UFeats:89.97 AllTags:83.27 Lemmas:96.78 UAS:67.56 LAS:62.17 CLAS:60.83 MLAS:58.02 BLEX:60.60
+classical_chinese-kyoto-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:92.30 XPOS:90.87 UFeats:93.94 AllTags:88.19 Lemmas:99.47 UAS:83.16 LAS:77.63 CLAS:76.82 MLAS:73.15 BLEX:76.42
+coptic-scriptorium-ud-2.10-220711 raw_text Tokens:100.00 Sentences:33.87 Words:74.49 UPOS:72.43 XPOS:72.34 UFeats:72.53 AllTags:71.54 Lemmas:72.91 UAS:51.25 LAS:49.43 CLAS:39.61 MLAS:36.55 BLEX:39.14
+coptic-scriptorium-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.94 XPOS:96.78 UFeats:97.49 AllTags:95.50 Lemmas:97.02 UAS:90.48 LAS:87.70 CLAS:81.89 MLAS:76.04 BLEX:79.57
+croatian-set-ud-2.10-220711 raw_text Tokens:99.93 Sentences:94.79 Words:99.93 UPOS:98.48 XPOS:95.72 UFeats:96.23 AllTags:95.49 Lemmas:97.60 UAS:92.17 LAS:89.27 CLAS:87.09 MLAS:81.53 BLEX:84.23
+croatian-set-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.54 XPOS:95.80 UFeats:96.30 AllTags:95.56 Lemmas:97.68 UAS:92.67 LAS:89.75 CLAS:87.55 MLAS:81.92 BLEX:84.69
+czech-pdt-ud-2.10-220711 raw_text Tokens:99.94 Sentences:93.74 Words:99.94 UPOS:99.37 XPOS:98.40 UFeats:98.33 AllTags:98.02 Lemmas:99.21 UAS:94.90 LAS:93.50 CLAS:92.72 MLAS:90.28 BLEX:91.88
+czech-pdt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.45 XPOS:98.47 UFeats:98.40 AllTags:98.09 Lemmas:99.28 UAS:95.63 LAS:94.23 CLAS:93.35 MLAS:90.88 BLEX:92.50
+czech-cac-ud-2.10-220711 raw_text Tokens:100.00 Sentences:99.68 Words:99.99 UPOS:99.72 XPOS:98.57 UFeats:98.37 AllTags:98.12 Lemmas:99.18 UAS:96.12 LAS:94.76 CLAS:93.70 MLAS:91.09 BLEX:92.67
+czech-cac-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.73 XPOS:98.58 UFeats:98.38 AllTags:98.13 Lemmas:99.19 UAS:96.12 LAS:94.76 CLAS:93.72 MLAS:91.11 BLEX:92.69
+czech-cltt-ud-2.10-220711 raw_text Tokens:99.71 Sentences:97.79 Words:99.71 UPOS:99.22 XPOS:95.32 UFeats:95.23 AllTags:95.03 Lemmas:99.18 UAS:90.77 LAS:89.24 CLAS:86.69 MLAS:81.35 BLEX:86.22
+czech-cltt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.47 XPOS:95.47 UFeats:95.40 AllTags:95.18 Lemmas:99.47 UAS:91.20 LAS:89.68 CLAS:87.20 MLAS:81.67 BLEX:86.73
+czech-fictree-ud-2.10-220711 raw_text Tokens:99.99 Sentences:98.95 Words:99.99 UPOS:99.17 XPOS:97.06 UFeats:97.83 AllTags:96.86 Lemmas:99.35 UAS:96.38 LAS:94.91 CLAS:93.68 MLAS:89.61 BLEX:92.81
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+slovenian-sst-ud-2.10-220711 raw_text Tokens:99.85 Sentences:23.14 Words:99.85 UPOS:94.82 XPOS:92.71 UFeats:92.43 AllTags:89.84 Lemmas:97.38 UAS:65.69 LAS:60.84 CLAS:55.99 MLAS:50.88 BLEX:54.78
+slovenian-sst-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.62 XPOS:93.09 UFeats:92.84 AllTags:90.89 Lemmas:97.56 UAS:78.39 LAS:73.07 CLAS:69.95 MLAS:63.39 BLEX:68.33
+spanish-ancora-ud-2.10-220711 raw_text Tokens:99.97 Sentences:98.78 Words:99.95 UPOS:99.06 XPOS:96.02 UFeats:98.74 AllTags:95.59 Lemmas:99.37 UAS:93.70 LAS:91.79 CLAS:88.55 MLAS:86.41 BLEX:87.88
+spanish-ancora-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.11 XPOS:96.07 UFeats:98.79 AllTags:95.63 Lemmas:99.42 UAS:93.88 LAS:91.97 CLAS:88.73 MLAS:86.59 BLEX:88.04
+spanish-gsd-ud-2.10-220711 raw_text Tokens:99.92 Sentences:95.62 Words:99.75 UPOS:97.15 XPOS:99.75 UFeats:96.94 AllTags:95.27 Lemmas:98.72 UAS:91.87 LAS:89.57 CLAS:85.63 MLAS:78.63 BLEX:84.25
+spanish-gsd-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.39 XPOS:100.00 UFeats:97.19 AllTags:95.53 Lemmas:98.97 UAS:92.66 LAS:90.32 CLAS:86.45 MLAS:79.43 BLEX:85.04
+swedish-talbanken-ud-2.10-220711 raw_text Tokens:99.84 Sentences:96.53 Words:99.84 UPOS:98.44 XPOS:97.33 UFeats:97.32 AllTags:96.51 Lemmas:98.15 UAS:92.23 LAS:89.85 CLAS:87.97 MLAS:83.92 BLEX:85.97
+swedish-talbanken-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.61 XPOS:97.52 UFeats:97.51 AllTags:96.72 Lemmas:98.32 UAS:92.68 LAS:90.30 CLAS:88.54 MLAS:84.48 BLEX:86.54
+swedish-lines-ud-2.10-220711 raw_text Tokens:99.96 Sentences:88.00 Words:99.96 UPOS:97.66 XPOS:95.51 UFeats:90.84 AllTags:88.14 Lemmas:97.72 UAS:90.60 LAS:87.38 CLAS:84.62 MLAS:71.82 BLEX:82.17
+swedish-lines-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.73 XPOS:95.52 UFeats:90.87 AllTags:88.15 Lemmas:97.76 UAS:91.44 LAS:88.19 CLAS:85.48 MLAS:72.50 BLEX:82.95
+tamil-ttb-ud-2.10-220711 raw_text Tokens:99.16 Sentences:97.52 Words:94.26 UPOS:84.29 XPOS:83.18 UFeats:84.64 AllTags:78.22 Lemmas:89.45 UAS:70.43 LAS:61.88 CLAS:58.73 MLAS:50.61 BLEX:55.39
+tamil-ttb-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:89.29 XPOS:87.78 UFeats:89.99 AllTags:82.70 Lemmas:94.42 UAS:78.13 LAS:68.78 CLAS:65.74 MLAS:56.87 BLEX:61.48
+telugu-mtg-ud-2.10-220711 raw_text Tokens:99.58 Sentences:96.62 Words:99.58 UPOS:93.63 XPOS:93.63 UFeats:98.61 AllTags:93.49 Lemmas:99.58 UAS:90.72 LAS:84.63 CLAS:81.14 MLAS:77.14 BLEX:81.14
+telugu-mtg-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.04 XPOS:94.04 UFeats:99.03 AllTags:93.90 Lemmas:100.00 UAS:91.68 LAS:85.58 CLAS:81.98 MLAS:77.98 BLEX:81.98
+turkish-boun-ud-2.10-220711 raw_text Tokens:99.40 Sentences:86.93 Words:98.83 UPOS:91.56 XPOS:92.51 UFeats:91.72 AllTags:86.56 Lemmas:93.23 UAS:78.48 LAS:72.40 CLAS:70.27 MLAS:59.77 BLEX:65.11
+turkish-boun-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:92.53 XPOS:93.47 UFeats:92.67 AllTags:87.31 Lemmas:94.26 UAS:81.07 LAS:74.73 CLAS:72.30 MLAS:61.33 BLEX:66.92
+turkish-atis-ud-2.10-220711 raw_text Tokens:100.00 Sentences:80.20 Words:100.00 UPOS:98.96 XPOS:100.00 UFeats:98.46 AllTags:98.25 Lemmas:99.15 UAS:89.22 LAS:87.49 CLAS:86.78 MLAS:85.12 BLEX:86.08
+turkish-atis-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.02 XPOS:100.00 UFeats:98.52 AllTags:98.32 Lemmas:99.13 UAS:91.11 LAS:89.30 CLAS:88.70 MLAS:86.98 BLEX:87.93
+turkish-framenet-ud-2.10-220711 raw_text Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.86 XPOS:100.00 UFeats:94.89 AllTags:94.21 Lemmas:96.66 UAS:93.39 LAS:84.25 CLAS:81.02 MLAS:73.98 BLEX:77.64
+turkish-framenet-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.86 XPOS:100.00 UFeats:94.89 AllTags:94.21 Lemmas:96.66 UAS:93.39 LAS:84.25 CLAS:81.02 MLAS:73.98 BLEX:77.64
+turkish-imst-ud-2.10-220711 raw_text Tokens:99.92 Sentences:96.97 Words:98.30 UPOS:94.38 XPOS:93.98 UFeats:90.92 AllTags:88.60 Lemmas:94.54 UAS:74.73 LAS:69.04 CLAS:66.14 MLAS:58.25 BLEX:63.10
+turkish-imst-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.94 XPOS:95.49 UFeats:92.40 AllTags:89.97 Lemmas:96.13 UAS:78.07 LAS:72.09 CLAS:68.54 MLAS:60.26 BLEX:65.33
+turkish-kenet-ud-2.10-220711 raw_text Tokens:100.00 Sentences:98.12 Words:100.00 UPOS:93.71 XPOS:100.00 UFeats:92.05 AllTags:90.86 Lemmas:93.33 UAS:83.91 LAS:71.18 CLAS:70.47 MLAS:61.81 BLEX:64.77
+turkish-kenet-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.72 XPOS:100.00 UFeats:92.06 AllTags:90.87 Lemmas:93.33 UAS:84.07 LAS:71.29 CLAS:70.60 MLAS:61.92 BLEX:64.89
+turkish-penn-ud-2.10-220711 raw_text Tokens:99.34 Sentences:80.59 Words:99.34 UPOS:95.60 XPOS:99.34 UFeats:94.41 AllTags:93.33 Lemmas:94.36 UAS:84.22 LAS:71.67 CLAS:68.92 MLAS:62.21 BLEX:64.53
+turkish-penn-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.30 XPOS:100.00 UFeats:95.11 AllTags:94.02 Lemmas:95.01 UAS:86.76 LAS:73.91 CLAS:70.54 MLAS:63.63 BLEX:66.02
+turkish-tourism-ud-2.10-220711 raw_text Tokens:99.96 Sentences:99.86 Words:99.96 UPOS:98.80 XPOS:99.96 UFeats:95.08 AllTags:94.67 Lemmas:98.36 UAS:97.20 LAS:91.52 CLAS:89.00 MLAS:81.98 BLEX:87.38
+turkish-tourism-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.85 XPOS:100.00 UFeats:95.12 AllTags:94.73 Lemmas:98.40 UAS:97.25 LAS:91.58 CLAS:89.07 MLAS:82.04 BLEX:87.45
+turkish_german-sagt-ud-2.10-220711 raw_text Tokens:99.92 Sentences:99.44 Words:98.91 UPOS:90.21 XPOS:98.91 UFeats:80.32 AllTags:75.60 Lemmas:90.82 UAS:71.14 LAS:60.98 CLAS:56.02 MLAS:41.12 BLEX:51.00
+turkish_german-sagt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:91.09 XPOS:100.00 UFeats:80.89 AllTags:76.08 Lemmas:91.52 UAS:72.69 LAS:62.06 CLAS:56.88 MLAS:41.64 BLEX:51.71
+ukrainian-iu-ud-2.10-220711 raw_text Tokens:99.85 Sentences:96.61 Words:99.81 UPOS:97.90 XPOS:94.35 UFeats:94.18 AllTags:93.12 Lemmas:97.34 UAS:90.61 LAS:88.27 CLAS:85.63 MLAS:78.92 BLEX:83.01
+ukrainian-iu-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.08 XPOS:94.54 UFeats:94.34 AllTags:93.29 Lemmas:97.53 UAS:91.12 LAS:88.72 CLAS:86.01 MLAS:79.21 BLEX:83.36
+urdu-udtb-ud-2.10-220711 raw_text Tokens:100.00 Sentences:98.31 Words:100.00 UPOS:93.91 XPOS:92.15 UFeats:82.83 AllTags:78.40 Lemmas:97.41 UAS:88.15 LAS:82.49 CLAS:76.96 MLAS:56.62 BLEX:74.68
+urdu-udtb-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.93 XPOS:92.17 UFeats:82.86 AllTags:78.43 Lemmas:97.41 UAS:88.23 LAS:82.58 CLAS:77.07 MLAS:56.67 BLEX:74.77
+uyghur-udt-ud-2.10-220711 raw_text Tokens:99.54 Sentences:81.81 Words:99.54 UPOS:89.33 XPOS:91.75 UFeats:88.12 AllTags:79.98 Lemmas:94.67 UAS:76.66 LAS:64.87 CLAS:58.89 MLAS:46.84 BLEX:55.29
+uyghur-udt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:89.71 XPOS:92.30 UFeats:88.59 AllTags:80.50 Lemmas:95.14 UAS:78.38 LAS:66.49 CLAS:60.22 MLAS:47.83 BLEX:56.56
+vietnamese-vtb-ud-2.10-220711 raw_text Tokens:85.37 Sentences:93.46 Words:85.37 UPOS:78.21 XPOS:76.76 UFeats:85.12 AllTags:76.57 Lemmas:85.16 UAS:52.68 LAS:47.84 CLAS:44.45 MLAS:41.55 BLEX:44.29
+vietnamese-vtb-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.36 XPOS:88.55 UFeats:99.72 AllTags:88.32 Lemmas:99.59 UAS:72.88 LAS:65.41 CLAS:62.99 MLAS:58.76 BLEX:62.51
+welsh-ccg-ud-2.10-220711 raw_text Tokens:99.87 Sentences:97.37 Words:99.42 UPOS:95.33 XPOS:94.40 UFeats:89.82 AllTags:87.61 Lemmas:93.93 UAS:86.61 LAS:80.67 CLAS:75.50 MLAS:63.31 BLEX:69.02
+welsh-ccg-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.84 XPOS:94.87 UFeats:90.31 AllTags:88.07 Lemmas:94.44 UAS:87.85 LAS:81.83 CLAS:76.80 MLAS:64.36 BLEX:70.21
+western_armenian-armtdp-ud-2.10-220711 raw_text Tokens:99.98 Sentences:98.68 Words:99.89 UPOS:96.82 XPOS:99.89 UFeats:92.51 AllTags:91.83 Lemmas:97.14 UAS:89.39 LAS:84.66 CLAS:79.12 MLAS:69.84 BLEX:76.01
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+wolof-wtb-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.17 XPOS:95.07 UFeats:94.32 AllTags:92.31 Lemmas:95.96 UAS:86.27 LAS:80.75 CLAS:75.45 MLAS:68.70 BLEX:72.06

udpipe2/models-2.10/eval_all.sh

@@ -0,0 +1,13 @@
+#!/bin/sh
+
+sh models_list.sh | while read names path treebank ack; do
+  model=${names%%:*}
+  for mode in "raw_text" "gold_tok"; do
+    conllu=../ud-2.10/$treebank/$treebank-ud-test.conllu
+    case $mode in
+      raw_text) txt=${conllu%.conllu}.txt;;
+      *) txt=;
+    esac
+    echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu "$txt" | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
+  done
+done

udpipe2/models-2.10/eval_has_feature.sh

@@ -0,0 +1,14 @@
+#!/bin/sh
+
+for d in ../ud-2.10/*/; do
+  case $d in
+    *_all/) continue;;
+  esac
+
+  has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  [ $has_xpos = 0 ] && echo $d: no XPOS
+  [ $has_feats = 0 ] && echo $d: no UFeats
+  [ $has_lemmas = 0 ] && echo $d: no Lemmas
+done

udpipe2/models-2.10/models_copy.sh

@@ -0,0 +1,22 @@
+#!/bin/sh
+
+[ $# -ge 2 ] || { echo Usage $0 datadir date >&2; exit 1; }
+data="$1"; shift
+date="$1"; shift
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  lang=${treebank%%_*}
+  if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-$date.model
+    ln -fsn ${lang}_all-$data-$date.model $treebank-$data-$date.model
+  else
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-$date.model
+  fi
+done
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+  cp ~/repos/udpipe/training/models-ud-2.10-tokenizer-chosen/$treebank/$treebank.model $treebank-$data-$date.model/$treebank.tokenizer
+done

udpipe2/models-2.10/models_list.sh

@@ -0,0 +1,129 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_210_models'
+
+cat <<EOF
+afrikaans-afribooms-ud-2.10-220711:af_afribooms-ud-2.10-220711:af:afr        models-2.10/af_afribooms-ud-2.10-220711.model    af_afribooms    $ack
+ancient_greek-perseus-ud-2.10-220711:grc_perseus-ud-2.10-220711:grc          models-2.10/grc_all-ud-2.10-220711.model         grc_perseus     $ack
+ancient_greek-proiel-ud-2.10-220711:grc_proiel-ud-2.10-220711                models-2.10/grc_all-ud-2.10-220711.model         grc_proiel      $ack
+ancient_hebrew-ptnk-ud-2.10-220711:hbo_ptnk-ud-2.10-220711:hbo               models-2.10/hbo_ptnk-ud-2.10-220711.model        hbo_ptnk        $ack
+arabic-padt-ud-2.10-220711:ar_padt-ud-2.10-220711:ar:ara                     models-2.10/ar_padt-ud-2.10-220711.model         ar_padt         $ack
+armenian-armtdp-ud-2.10-220711:hy_armtdp-ud-2.10-220711:hy:hye:arm           models-2.10/hy_all-ud-2.10-220711.model          hy_armtdp       $ack
+armenian-bsut-ud-2.10-220711:hy_bsut-ud-2.10-220711                          models-2.10/hy_all-ud-2.10-220711.model          hy_bsut         $ack
+basque-bdt-ud-2.10-220711:eu_bdt-ud-2.10-220711:eu:eus                       models-2.10/eu_bdt-ud-2.10-220711.model          eu_bdt          $ack
+belarusian-hse-ud-2.10-220711:be_hse-ud-2.10-220711:be:bel                   models-2.10/be_hse-ud-2.10-220711.model          be_hse          $ack
+bulgarian-btb-ud-2.10-220711:bg_btb-ud-2.10-220711:bg:bul                    models-2.10/bg_btb-ud-2.10-220711.model          bg_btb          $ack
+catalan-ancora-ud-2.10-220711:ca_ancora-ud-2.10-220711:ca:cat                models-2.10/ca_ancora-ud-2.10-220711.model       ca_ancora       $ack
+chinese-gsdsimp-ud-2.10-220711:zh_gsdsimp-ud-2.10-220711:zh:zho:chi          models-2.10/zh_all-ud-2.10-220711.model          zh_gsdsimp      $ack
+chinese-gsd-ud-2.10-220711:zh_gsd-ud-2.10-220711                             models-2.10/zh_all-ud-2.10-220711.model          zh_gsd          $ack
+classical_chinese-kyoto-ud-2.10-220711:lzh_kyoto-ud-2.10-220711:lzh          models-2.10/lzh_kyoto-ud-2.10-220711.model       lzh_kyoto       $ack
+coptic-scriptorium-ud-2.10-220711:cop_scriptorium-ud-2.10-220711:cop         models-2.10/cop_scriptorium-ud-2.10-220711.model cop_scriptorium $ack
+croatian-set-ud-2.10-220711:hr_set-ud-2.10-220711:hr:hrv                     models-2.10/hr_set-ud-2.10-220711.model          hr_set          $ack
+czech-pdt-ud-2.10-220711:cs_pdt-ud-2.10-220711:cs:ces:cze                    models-2.10/cs_all-ud-2.10-220711.model          cs_pdt          $ack
+czech-cac-ud-2.10-220711:cs_cac-ud-2.10-220711                               models-2.10/cs_all-ud-2.10-220711.model          cs_cac          $ack
+czech-cltt-ud-2.10-220711:cs_cltt-ud-2.10-220711                             models-2.10/cs_all-ud-2.10-220711.model          cs_cltt         $ack
+czech-fictree-ud-2.10-220711:cs_fictree-ud-2.10-220711                       models-2.10/cs_all-ud-2.10-220711.model          cs_fictree      $ack
+danish-ddt-ud-2.10-220711:da_ddt-ud-2.10-220711:da:dan                       models-2.10/da_ddt-ud-2.10-220711.model          da_ddt          $ack
+dutch-alpino-ud-2.10-220711:nl_alpino-ud-2.10-220711:nl:nld:dut              models-2.10/nl_all-ud-2.10-220711.model          nl_alpino       $ack
+dutch-lassysmall-ud-2.10-220711:nl_lassysmall-ud-2.10-220711                 models-2.10/nl_all-ud-2.10-220711.model          nl_lassysmall   $ack
+english-ewt-ud-2.10-220711:en_ewt-ud-2.10-220711:en:eng                      models-2.10/en_all-ud-2.10-220711.model          en_ewt          $ack
+english-atis-ud-2.10-220711:en_atis-ud-2.10-220711                           models-2.10/en_all-ud-2.10-220711.model          en_atis         $ack
+english-gum-ud-2.10-220711:en_gum-ud-2.10-220711                             models-2.10/en_all-ud-2.10-220711.model          en_gum          $ack
+english-lines-ud-2.10-220711:en_lines-ud-2.10-220711                         models-2.10/en_all-ud-2.10-220711.model          en_lines        $ack
+english-partut-ud-2.10-220711:en_partut-ud-2.10-220711                       models-2.10/en_all-ud-2.10-220711.model          en_partut       $ack
+estonian-edt-ud-2.10-220711:et_edt-ud-2.10-220711:et:est                     models-2.10/et_all-ud-2.10-220711.model          et_edt          $ack
+estonian-ewt-ud-2.10-220711:et_ewt-ud-2.10-220711                            models-2.10/et_all-ud-2.10-220711.model          et_ewt          $ack
+faroese-farpahc-ud-2.10-220711:fo_farpahc-ud-2.10-220711:fo:fao              models-2.10/fo_farpahc-ud-2.10-220711.model      fo_farpahc      $ack
+finnish-tdt-ud-2.10-220711:fi_tdt-ud-2.10-220711:fi:fin                      models-2.10/fi_all-ud-2.10-220711.model          fi_tdt          $ack
+finnish-ftb-ud-2.10-220711:fi_ftb-ud-2.10-220711                             models-2.10/fi_all-ud-2.10-220711.model          fi_ftb          $ack
+french-gsd-ud-2.10-220711:fr_gsd-ud-2.10-220711:fr:fra:fre                   models-2.10/fr_all-ud-2.10-220711.model          fr_gsd          $ack
+french-parisstories-ud-2.10-220711:fr_parisstories-ud-2.10-220711            models-2.10/fr_all-ud-2.10-220711.model          fr_parisstories $ack
+french-partut-ud-2.10-220711:fr_partut-ud-2.10-220711                        models-2.10/fr_all-ud-2.10-220711.model          fr_partut       $ack
+french-rhapsodie-ud-2.10-220711:fr_rhapsodie-ud-2.10-220711                  models-2.10/fr_all-ud-2.10-220711.model          fr_rhapsodie    $ack
+french-sequoia-ud-2.10-220711:fr_sequoia-ud-2.10-220711                      models-2.10/fr_all-ud-2.10-220711.model          fr_sequoia      $ack
+galician-ctg-ud-2.10-220711:gl_ctg-ud-2.10-220711:gl:glg                     models-2.10/gl_all-ud-2.10-220711.model          gl_ctg          $ack
+galician-treegal-ud-2.10-220711:gl_treegal-ud-2.10-220711                    models-2.10/gl_all-ud-2.10-220711.model          gl_treegal      $ack
+german-hdt-ud-2.10-220711:de_hdt-ud-2.10-220711:de:deu:ger                   models-2.10/de_hdt-ud-2.10-220711.model          de_hdt          $ack
+german-gsd-ud-2.10-220711:de_gsd-ud-2.10-220711                              models-2.10/de_gsd-ud-2.10-220711.model          de_gsd          $ack
+gothic-proiel-ud-2.10-220711:got_proiel-ud-2.10-220711:got                   models-2.10/got_proiel-ud-2.10-220711.model      got_proiel      $ack
+greek-gdt-ud-2.10-220711:el_gdt-ud-2.10-220711:el:ell:gre                    models-2.10/el_gdt-ud-2.10-220711.model          el_gdt          $ack
+hebrew-htb-ud-2.10-220711:he_htb-ud-2.10-220711:he:heb                       models-2.10/he_all-ud-2.10-220711.model          he_htb          $ack
+hebrew-iahltwiki-ud-2.10-220711:he_iahltwiki-ud-2.10-220711                  models-2.10/he_all-ud-2.10-220711.model          he_iahltwiki    $ack
+hindi-hdtb-ud-2.10-220711:hi_hdtb-ud-2.10-220711:hi:hin                      models-2.10/hi_hdtb-ud-2.10-220711.model         hi_hdtb         $ack
+hungarian-szeged-ud-2.10-220711:hu_szeged-ud-2.10-220711:hu:hun              models-2.10/hu_szeged-ud-2.10-220711.model       hu_szeged       $ack
+icelandic-icepahc-ud-2.10-220711:is_icepahc-ud-2.10-220711:is:ice:isl        models-2.10/is_all-ud-2.10-220711.model          is_icepahc      $ack
+icelandic-modern-ud-2.10-220711:is_modern-ud-2.10-220711                     models-2.10/is_modern-ud-2.10-220711.model       is_modern       $ack
+indonesian-gsd-ud-2.10-220711:id_gsd-ud-2.10-220711:id:ind                   models-2.10/id_all-ud-2.10-220711.model          id_gsd          $ack
+indonesian-csui-ud-2.10-220711:id_csui-ud-2.10-220711                        models-2.10/id_all-ud-2.10-220711.model          id_csui         $ack
+irish-idt-ud-2.10-220711:ga_idt-ud-2.10-220711:ga:gle                        models-2.10/ga_idt-ud-2.10-220711.model          ga_idt          $ack
+italian-isdt-ud-2.10-220711:it_isdt-ud-2.10-220711:it:ita                    models-2.10/it_all-ud-2.10-220711.model          it_isdt         $ack
+italian-markit-ud-2.10-220711:it_markit-ud-2.10-220711                       models-2.10/it_all-ud-2.10-220711.model          it_markit       $ack
+italian-partut-ud-2.10-220711:it_partut-ud-2.10-220711                       models-2.10/it_all-ud-2.10-220711.model          it_partut       $ack
+italian-postwita-ud-2.10-220711:it_postwita-ud-2.10-220711                   models-2.10/it_all-ud-2.10-220711.model          it_postwita     $ack
+italian-twittiro-ud-2.10-220711:it_twittiro-ud-2.10-220711                   models-2.10/it_all-ud-2.10-220711.model          it_twittiro     $ack
+italian-vit-ud-2.10-220711:it_vit-ud-2.10-220711                             models-2.10/it_all-ud-2.10-220711.model          it_vit          $ack
+japanese-gsd-ud-2.10-220711:ja_gsd-ud-2.10-220711:ja:jpn                     models-2.10/ja_all-ud-2.10-220711.model          ja_gsd          $ack
+japanese-gsdluw-ud-2.10-220711:ja_gsdluw-ud-2.10-220711                      models-2.10/ja_all-ud-2.10-220711.model          ja_gsdluw       $ack
+korean-kaist-ud-2.10-220711:ko_kaist-ud-2.10-220711:ko:kor                   models-2.10/ko_all-ud-2.10-220711.model          ko_kaist        $ack
+korean-gsd-ud-2.10-220711:ko_gsd-ud-2.10-220711                              models-2.10/ko_all-ud-2.10-220711.model          ko_gsd          $ack
+latin-ittb-ud-2.10-220711:la_ittb-ud-2.10-220711:la:lat                      models-2.10/la_ittb-ud-2.10-220711.model         la_ittb         $ack
+latin-llct-ud-2.10-220711:la_llct-ud-2.10-220711                             models-2.10/la_llct-ud-2.10-220711.model         la_llct         $ack
+latin-perseus-ud-2.10-220711:la_perseus-ud-2.10-220711                       models-2.10/la_all-ud-2.10-220711.model          la_perseus      $ack
+latin-proiel-ud-2.10-220711:la_proiel-ud-2.10-220711                         models-2.10/la_proiel-ud-2.10-220711.model       la_proiel       $ack
+latin-udante-ud-2.10-220711:la_udante-ud-2.10-220711                         models-2.10/la_all-ud-2.10-220711.model          la_udante       $ack
+latvian-lvtb-ud-2.10-220711:lv_lvtb-ud-2.10-220711:lv:lav                    models-2.10/lv_lvtb-ud-2.10-220711.model         lv_lvtb         $ack
+lithuanian-alksnis-ud-2.10-220711:lt_alksnis-ud-2.10-220711:lt:lit           models-2.10/lt_all-ud-2.10-220711.model          lt_alksnis      $ack
+lithuanian-hse-ud-2.10-220711:lt_hse-ud-2.10-220711                          models-2.10/lt_all-ud-2.10-220711.model          lt_hse          $ack
+maltese-mudt-ud-2.10-220711:mt_mudt-ud-2.10-220711:mt:mlt                    models-2.10/mt_mudt-ud-2.10-220711.model         mt_mudt         $ack
+marathi-ufal-ud-2.10-220711:mr_ufal-ud-2.10-220711:mr:mar                    models-2.10/mr_ufal-ud-2.10-220711.model         mr_ufal         $ack
+naija-nsc-ud-2.10-220711:pcm_nsc-ud-2.10-220711:pcm                          models-2.10/pcm_nsc-ud-2.10-220711.model         pcm_nsc         $ack
+north_sami-giella-ud-2.10-220711:sme_giella-ud-2.10-220711:se:sme            models-2.10/sme_giella-ud-2.10-220711.model      sme_giella      $ack
+norwegian-bokmaal-ud-2.10-220711:no_bokmaal-ud-2.10-220711:nb:nob            models-2.10/no_all-ud-2.10-220711.model          no_bokmaal      $ack
+norwegian-nynorsk-ud-2.10-220711:no_nynorsk-ud-2.10-220711:nn:nno            models-2.10/no_all-ud-2.10-220711.model          no_nynorsk      $ack
+norwegian-nynorsklia-ud-2.10-220711:no_nynorsklia-ud-2.10-220711             models-2.10/no_all-ud-2.10-220711.model          no_nynorsklia   $ack
+old_church_slavonic-proiel-ud-2.10-220711:cu_proiel-ud-2.10-220711:cu:chu    models-2.10/cu_proiel-ud-2.10-220711.model       cu_proiel       $ack
+old_french-srcmf-ud-2.10-220711:fro_srcmf-ud-2.10-220711:fro                 models-2.10/fro_srcmf-ud-2.10-220711.model       fro_srcmf       $ack
+old_russian-torot-ud-2.10-220711:orv_torot-ud-2.10-220711:orv                models-2.10/orv_all-ud-2.10-220711.model         orv_torot       $ack
+old_russian-rnc-ud-2.10-220711:orv_rnc-ud-2.10-220711                        models-2.10/orv_all-ud-2.10-220711.model         orv_rnc         $ack
+old_east_slavic-birchbark-ud-2.10-220711:orv_birchbark-ud-2.10-220711        models-2.10/orv_all-ud-2.10-220711.model         orv_birchbark   $ack
+persian-perdt-ud-2.10-220711:fa_perdt-ud-2.10-220711:fa:fas:per              models-2.10/fa_all-ud-2.10-220711.model          fa_perdt        $ack
+persian-seraji-ud-2.10-220711:fa_seraji-ud-2.10-220711                       models-2.10/fa_all-ud-2.10-220711.model          fa_seraji       $ack
+polish-pdb-ud-2.10-220711:pl_pdb-ud-2.10-220711:pl:pol                       models-2.10/pl_all-ud-2.10-220711.model          pl_pdb          $ack
+polish-lfg-ud-2.10-220711:pl_lfg-ud-2.10-220711                              models-2.10/pl_all-ud-2.10-220711.model          pl_lfg          $ack
+pomak-philotis-ud-2.10-220711:qpm_philotis-ud-2.10-220711:qpm                models-2.10/qpm_philotis-ud-2.10-220711.model    qpm_philotis    $ack
+portuguese-gsd-ud-2.10-220711:pt_gsd-ud-2.10-220711:pt:por                   models-2.10/pt_all-ud-2.10-220711.model          pt_gsd          $ack
+portuguese-bosque-ud-2.10-220711:pt_bosque-ud-2.10-220711                    models-2.10/pt_all-ud-2.10-220711.model          pt_bosque       $ack
+romanian-nonstandard-ud-2.10-220711:ro_nonstandard-ud-2.10-220711:ro:ron:rum models-2.10/ro_all-ud-2.10-220711.model          ro_nonstandard  $ack
+romanian-rrt-ud-2.10-220711:ro_rrt-ud-2.10-220711                            models-2.10/ro_all-ud-2.10-220711.model          ro_rrt          $ack
+romanian-simonero-ud-2.10-220711:ro_simonero-ud-2.10-220711                  models-2.10/ro_all-ud-2.10-220711.model          ro_simonero     $ack
+russian-syntagrus-ud-2.10-220711:ru_syntagrus-ud-2.10-220711:ru:rus          models-2.10/ru_all-ud-2.10-220711.model          ru_syntagrus    $ack
+russian-gsd-ud-2.10-220711:ru_gsd-ud-2.10-220711                             models-2.10/ru_all-ud-2.10-220711.model          ru_gsd          $ack
+russian-taiga-ud-2.10-220711:ru_taiga-ud-2.10-220711                         models-2.10/ru_all-ud-2.10-220711.model          ru_taiga        $ack
+sanskrit-vedic-ud-2.10-220711:sa_vedic-ud-2.10-220711:sa:vsn                 models-2.10/sa_vedic-ud-2.10-220711.model        sa_vedic        $ack
+scottish_gaelic-arcosg-ud-2.10-220711:gd_arcosg-ud-2.10-220711:gd:gla        models-2.10/gd_arcosg-ud-2.10-220711.model       gd_arcosg       $ack
+serbian-set-ud-2.10-220711:sr_set-ud-2.10-220711:sr:srp                      models-2.10/sr_set-ud-2.10-220711.model          sr_set          $ack
+slovak-snk-ud-2.10-220711:sk_snk-ud-2.10-220711:sk:slk:slo                   models-2.10/sk_snk-ud-2.10-220711.model          sk_snk          $ack
+slovenian-ssj-ud-2.10-220711:sl_ssj-ud-2.10-220711:sl:slv                    models-2.10/sl_all-ud-2.10-220711.model          sl_ssj          $ack
+slovenian-sst-ud-2.10-220711:sl_sst-ud-2.10-220711                           models-2.10/sl_all-ud-2.10-220711.model          sl_sst          $ack
+spanish-ancora-ud-2.10-220711:es_ancora-ud-2.10-220711:es:spa                models-2.10/es_all-ud-2.10-220711.model          es_ancora       $ack
+spanish-gsd-ud-2.10-220711:es_gsd-ud-2.10-220711                             models-2.10/es_all-ud-2.10-220711.model          es_gsd          $ack
+swedish-talbanken-ud-2.10-220711:sv_talbanken-ud-2.10-220711:sv:swe          models-2.10/sv_all-ud-2.10-220711.model          sv_talbanken    $ack
+swedish-lines-ud-2.10-220711:sv_lines-ud-2.10-220711                         models-2.10/sv_all-ud-2.10-220711.model          sv_lines        $ack
+tamil-ttb-ud-2.10-220711:ta_ttb-ud-2.10-220711:ta:tam                        models-2.10/ta_ttb-ud-2.10-220711.model          ta_ttb          $ack
+telugu-mtg-ud-2.10-220711:te_mtg-ud-2.10-220711:te:tel                       models-2.10/te_mtg-ud-2.10-220711.model          te_mtg          $ack
+turkish-boun-ud-2.10-220711:tr_boun-ud-2.10-220711:tr:tur                    models-2.10/tr_all-ud-2.10-220711.model          tr_boun         $ack
+turkish-atis-ud-2.10-220711:tr_atis-ud-2.10-220711                           models-2.10/tr_all-ud-2.10-220711.model          tr_atis         $ack
+turkish-framenet-ud-2.10-220711:tr_framenet-ud-2.10-220711                   models-2.10/tr_all-ud-2.10-220711.model          tr_framenet     $ack
+turkish-imst-ud-2.10-220711:tr_imst-ud-2.10-220711                           models-2.10/tr_all-ud-2.10-220711.model          tr_imst         $ack
+turkish-kenet-ud-2.10-220711:tr_kenet-ud-2.10-220711                         models-2.10/tr_all-ud-2.10-220711.model          tr_kenet        $ack
+turkish-penn-ud-2.10-220711:tr_penn-ud-2.10-220711                           models-2.10/tr_all-ud-2.10-220711.model          tr_penn         $ack
+turkish-tourism-ud-2.10-220711:tr_tourism-ud-2.10-220711                     models-2.10/tr_all-ud-2.10-220711.model          tr_tourism      $ack
+turkish_german-sagt-ud-2.10-220711:qtd_sagt-ud-2.10-220711:qtd               models-2.10/qtd_sagt-ud-2.10-220711.model        qtd_sagt        $ack
+ukrainian-iu-ud-2.10-220711:uk_iu-ud-2.10-220711:uk:ukr                      models-2.10/uk_iu-ud-2.10-220711.model           uk_iu           $ack
+urdu-udtb-ud-2.10-220711:ur_udtb-ud-2.10-220711:ur:urd                       models-2.10/ur_udtb-ud-2.10-220711.model         ur_udtb         $ack
+uyghur-udt-ud-2.10-220711:ug_udt-ud-2.10-220711:ug:uig                       models-2.10/ug_udt-ud-2.10-220711.model          ug_udt          $ack
+vietnamese-vtb-ud-2.10-220711:vi_vtb-ud-2.10-220711:vi:vie                   models-2.10/vi_vtb-ud-2.10-220711.model          vi_vtb          $ack
+welsh-ccg-ud-2.10-220711:cy_ccg-ud-2.10-220711:cy:wel:cym                    models-2.10/cy_ccg-ud-2.10-220711.model          cy_ccg          $ack
+western_armenian-armtdp-ud-2.10-220711:hyw_armtdp-ud-2.10-220711:hyw         models-2.10/hyw_armtdp-ud-2.10-220711.model      hyw_armtdp      $ack
+wolof-wtb-ud-2.10-220711:wo_wtb-ud-2.10-220711:wo:wol:wof                    models-2.10/wo_wtb-ud-2.10-220711.model          wo_wtb          $ack
+EOF

udpipe2/models-2.10/models_non_shared.txt

@@ -0,0 +1,6 @@
+de_gsd
+de_hdt
+is_modern
+la_ittb
+la_llct
+la_proiel

udpipe2/models-2.12/EVALUATION-logs.txt

@@ -0,0 +1,132 @@
+af_afribooms     UPOS:  98.71,  XPOS:  95.85,   UFeats:  98.42,   AllTags:  95.65,  Lemmas:  98.33,   UAS:  90.58,  LAS:  87.63,  CLAS:  82.32,  MLAS:  79.08,  BLEX:  79.85
+ar_padt          UPOS:  96.96,  XPOS:  94.34,   UFeats:  94.51,   AllTags:  94.01,  Lemmas:  95.20,   UAS:  88.25,  LAS:  83.66,  CLAS:  80.68,  MLAS:  74.75,  BLEX:  76.33
+be_hse           UPOS:  98.81,  XPOS:  98.16,   UFeats:  95.09,   AllTags:  94.12,  Lemmas:  93.82,   UAS:  89.79,  LAS:  87.60,  CLAS:  84.91,  MLAS:  78.79,  BLEX:  78.41
+bg_btb           UPOS:  99.33,  XPOS:  97.37,   UFeats:  98.05,   AllTags:  96.98,  Lemmas:  98.09,   UAS:  95.23,  LAS:  92.49,  CLAS:  89.85,  MLAS:  86.59,  BLEX:  87.35
+ca_ancora        UPOS:  99.17,  XPOS:  97.36,   UFeats:  98.79,   AllTags:  97.08,  Lemmas:  99.46,   UAS:  95.07,  LAS:  93.59,  CLAS:  90.37,  MLAS:  88.25,  BLEX:  89.70
+cop_scriptorium  UPOS:  97.05,  XPOS:  96.91,   UFeats:  97.83,   AllTags:  95.88,  Lemmas:  97.41,   UAS:  90.46,  LAS:  87.70,  CLAS:  81.75,  MLAS:  76.37,  BLEX:  79.79
+cs_cac           UPOS:  99.70,  XPOS:  98.26,   UFeats:  98.03,   AllTags:  97.73,  Lemmas:  99.31,   UAS:  96.20,  LAS:  94.95,  CLAS:  93.97,  MLAS:  90.82,  BLEX:  93.13
+cs_cltt          UPOS:  99.40,  XPOS:  94.18,   UFeats:  94.49,   AllTags:  94.07,  Lemmas:  99.03,   UAS:  93.17,  LAS:  91.20,  CLAS:  89.45,  MLAS:  82.91,  BLEX:  88.87
+cs_fictree       UPOS:  99.16,  XPOS:  97.07,   UFeats:  97.91,   AllTags:  96.85,  Lemmas:  99.30,   UAS:  96.23,  LAS:  94.72,  CLAS:  93.51,  MLAS:  89.52,  BLEX:  92.50
+cs_pdt           UPOS:  99.38,  XPOS:  98.55,   UFeats:  98.87,   AllTags:  98.33,  Lemmas:  99.46,   UAS:  95.81,  LAS:  94.43,  CLAS:  93.61,  MLAS:  91.39,  BLEX:  92.97
+cu_proiel        UPOS:  96.66,  XPOS:  96.98,   UFeats:  90.38,   AllTags:  88.92,  Lemmas:  90.20,   UAS:  85.04,  LAS:  80.53,  CLAS:  77.29,  MLAS:  68.54,  BLEX:  69.15
+cy_ccg           UPOS:  95.74,  XPOS:  94.73,   UFeats:  89.99,   AllTags:  87.61,  Lemmas:  94.94,   UAS:  87.82,  LAS:  81.85,  CLAS:  76.95,  MLAS:  63.97,  BLEX:  70.94
+da_ddt           UPOS:  98.17,  XPOS:  100.00,  UFeats:  97.58,   AllTags:  96.81,  Lemmas:  97.52,   UAS:  89.82,  LAS:  87.64,  CLAS:  85.10,  MLAS:  80.16,  BLEX:  82.15
+de_gsd           UPOS:  96.47,  XPOS:  97.80,   UFeats:  91.23,   AllTags:  88.62,  Lemmas:  97.18,   UAS:  88.79,  LAS:  84.99,  CLAS:  81.12,  MLAS:  66.97,  BLEX:  77.23
+de_hdt           UPOS:  98.66,  XPOS:  98.59,   UFeats:  94.34,   AllTags:  93.94,  Lemmas:  97.79,   UAS:  97.60,  LAS:  96.71,  CLAS:  94.76,  MLAS:  85.54,  BLEX:  91.20
+el_gdt           UPOS:  98.32,  XPOS:  98.34,   UFeats:  95.86,   AllTags:  95.19,  Lemmas:  96.17,   UAS:  93.81,  LAS:  91.92,  CLAS:  88.45,  MLAS:  82.25,  BLEX:  82.40
+el_gud           UPOS:  97.11,  XPOS:  96.32,   UFeats:  94.32,   AllTags:  90.64,  Lemmas:  95.83,   UAS:  93.59,  LAS:  90.68,  CLAS:  87.20,  MLAS:  76.42,  BLEX:  80.89
+en_atis          UPOS:  99.07,  XPOS:  100.00,  UFeats:  98.66,   AllTags:  98.21,  Lemmas:  99.64,   UAS:  96.17,  LAS:  94.59,  CLAS:  92.80,  MLAS:  90.22,  BLEX:  92.42
+en_eslspok       UPOS:  98.68,  XPOS:  98.68,   UFeats:  100.00,  AllTags:  98.19,  Lemmas:  100.00,  UAS:  96.20,  LAS:  94.79,  CLAS:  93.74,  MLAS:  91.98,  BLEX:  93.74
+en_ewt           UPOS:  97.50,  XPOS:  97.17,   UFeats:  97.55,   AllTags:  95.83,  Lemmas:  98.08,   UAS:  93.03,  LAS:  91.04,  CLAS:  88.81,  MLAS:  84.68,  BLEX:  86.63
+en_gum           UPOS:  98.34,  XPOS:  98.39,   UFeats:  98.27,   AllTags:  97.35,  Lemmas:  99.15,   UAS:  93.72,  LAS:  91.79,  CLAS:  88.89,  MLAS:  86.08,  BLEX:  87.79
+en_lines         UPOS:  97.78,  XPOS:  96.95,   UFeats:  97.12,   AllTags:  94.58,  Lemmas:  98.39,   UAS:  92.18,  LAS:  89.38,  CLAS:  86.67,  MLAS:  81.35,  BLEX:  84.50
+en_partut        UPOS:  97.68,  XPOS:  97.54,   UFeats:  96.68,   AllTags:  95.69,  Lemmas:  98.44,   UAS:  94.42,  LAS:  92.52,  CLAS:  89.21,  MLAS:  83.71,  BLEX:  87.64
+es_ancora        UPOS:  99.11,  XPOS:  96.16,   UFeats:  98.82,   AllTags:  95.74,  Lemmas:  99.43,   UAS:  93.87,  LAS:  92.10,  CLAS:  89.06,  MLAS:  86.95,  BLEX:  88.45
+es_gsd           UPOS:  97.36,  XPOS:  100.00,  UFeats:  96.99,   AllTags:  95.29,  Lemmas:  98.83,   UAS:  93.37,  LAS:  91.09,  CLAS:  86.81,  MLAS:  79.53,  BLEX:  85.15
+et_edt           UPOS:  97.79,  XPOS:  98.26,   UFeats:  96.51,   AllTags:  95.36,  Lemmas:  95.52,   UAS:  89.43,  LAS:  86.82,  CLAS:  85.37,  MLAS:  80.79,  BLEX:  80.33
+et_ewt           UPOS:  96.22,  XPOS:  97.46,   UFeats:  95.32,   AllTags:  93.05,  Lemmas:  95.00,   UAS:  87.27,  LAS:  83.70,  CLAS:  81.52,  MLAS:  74.90,  BLEX:  76.19
+eu_bdt           UPOS:  96.39,  XPOS:  100.00,  UFeats:  93.39,   AllTags:  91.45,  Lemmas:  96.41,   UAS:  87.88,  LAS:  84.86,  CLAS:  82.65,  MLAS:  74.93,  BLEX:  79.52
+fa_perdt         UPOS:  97.81,  XPOS:  97.68,   UFeats:  97.94,   AllTags:  95.91,  Lemmas:  99.23,   UAS:  94.08,  LAS:  91.84,  CLAS:  90.16,  MLAS:  86.86,  BLEX:  89.27
+fa_seraji        UPOS:  98.22,  XPOS:  98.23,   UFeats:  98.27,   AllTags:  97.73,  Lemmas:  98.54,   UAS:  92.47,  LAS:  89.62,  CLAS:  87.07,  MLAS:  85.08,  BLEX:  85.22
+fi_ftb           UPOS:  97.08,  XPOS:  95.29,   UFeats:  96.88,   AllTags:  94.32,  Lemmas:  95.90,   UAS:  92.40,  LAS:  89.53,  CLAS:  87.13,  MLAS:  82.67,  BLEX:  83.28
+fi_tdt           UPOS:  98.00,  XPOS:  98.59,   UFeats:  96.37,   AllTags:  95.51,  Lemmas:  92.39,   UAS:  91.72,  LAS:  89.75,  CLAS:  88.09,  MLAS:  83.41,  BLEX:  79.26
+fo_farpahc       UPOS:  97.67,  XPOS:  93.17,   UFeats:  94.50,   AllTags:  92.50,  Lemmas:  100.00,  UAS:  86.95,  LAS:  83.19,  CLAS:  76.49,  MLAS:  69.13,  BLEX:  76.49
+fr_gsd           UPOS:  98.48,  XPOS:  100.00,  UFeats:  98.29,   AllTags:  97.61,  Lemmas:  98.85,   UAS:  94.95,  LAS:  93.12,  CLAS:  89.72,  MLAS:  86.56,  BLEX:  88.24
+fr_parisstories  UPOS:  97.48,  XPOS:  100.00,  UFeats:  93.30,   AllTags:  91.45,  Lemmas:  98.26,   UAS:  81.17,  LAS:  77.85,  CLAS:  74.25,  MLAS:  63.20,  BLEX:  72.63
+fr_partut        UPOS:  98.12,  XPOS:  97.62,   UFeats:  95.89,   AllTags:  95.12,  Lemmas:  98.50,   UAS:  95.35,  LAS:  93.89,  CLAS:  90.83,  MLAS:  83.73,  BLEX:  88.49
+fr_rhapsodie     UPOS:  98.19,  XPOS:  98.11,   UFeats:  97.03,   AllTags:  94.14,  Lemmas:  99.00,   UAS:  89.32,  LAS:  86.13,  CLAS:  81.87,  MLAS:  76.47,  BLEX:  80.94
+fr_sequoia       UPOS:  99.25,  XPOS:  100.00,  UFeats:  98.02,   AllTags:  97.63,  Lemmas:  99.14,   UAS:  95.64,  LAS:  94.38,  CLAS:  91.74,  MLAS:  88.24,  BLEX:  90.55
+fro_srcmf        UPOS:  97.06,  XPOS:  96.91,   UFeats:  98.03,   AllTags:  96.04,  Lemmas:  99.96,   UAS:  91.34,  LAS:  87.62,  CLAS:  84.61,  MLAS:  81.04,  BLEX:  84.56
+ga_idt           UPOS:  96.13,  XPOS:  95.08,   UFeats:  90.98,   AllTags:  87.81,  Lemmas:  95.97,   UAS:  86.76,  LAS:  81.20,  CLAS:  75.91,  MLAS:  64.51,  BLEX:  71.55
+ga_twittirish    UPOS:  91.80,  XPOS:  100.00,  UFeats:  100.00,  AllTags:  91.80,  Lemmas:  89.57,   UAS:  85.75,  LAS:  79.31,  CLAS:  74.36,  MLAS:  66.72,  BLEX:  64.15
+gd_arcosg        UPOS:  96.41,  XPOS:  92.49,   UFeats:  94.09,   AllTags:  91.39,  Lemmas:  97.47,   UAS:  87.24,  LAS:  82.83,  CLAS:  78.54,  MLAS:  71.68,  BLEX:  76.16
+gl_ctg           UPOS:  97.97,  XPOS:  97.79,   UFeats:  99.83,   AllTags:  97.35,  Lemmas:  98.86,   UAS:  86.86,  LAS:  84.31,  CLAS:  78.69,  MLAS:  73.03,  BLEX:  77.52
+gl_treegal       UPOS:  97.19,  XPOS:  94.72,   UFeats:  95.86,   AllTags:  93.84,  Lemmas:  97.90,   UAS:  86.97,  LAS:  82.77,  CLAS:  78.24,  MLAS:  71.37,  BLEX:  75.88
+got_proiel       UPOS:  96.85,  XPOS:  97.22,   UFeats:  91.08,   AllTags:  89.22,  Lemmas:  94.78,   UAS:  86.67,  LAS:  80.82,  CLAS:  76.89,  MLAS:  68.60,  BLEX:  72.63
+grc_perseus      UPOS:  93.02,  XPOS:  85.78,   UFeats:  91.47,   AllTags:  84.92,  Lemmas:  86.74,   UAS:  80.30,  LAS:  74.71,  CLAS:  68.87,  MLAS:  54.56,  BLEX:  55.87
+grc_proiel       UPOS:  97.87,  XPOS:  98.14,   UFeats:  92.58,   AllTags:  91.26,  Lemmas:  94.82,   UAS:  86.59,  LAS:  82.72,  CLAS:  77.57,  MLAS:  68.28,  BLEX:  72.13
+gv_cadhan        UPOS:  96.77,  XPOS:  100.00,  UFeats:  98.43,   AllTags:  95.93,  Lemmas:  95.98,   UAS:  92.47,  LAS:  89.13,  CLAS:  86.18,  MLAS:  83.16,  BLEX:  82.07
+hbo_ptnk         UPOS:  96.70,  XPOS:  96.86,   UFeats:  90.41,   AllTags:  89.22,  Lemmas:  96.60,   UAS:  91.29,  LAS:  87.61,  CLAS:  80.33,  MLAS:  68.26,  BLEX:  76.48
+he_htb           UPOS:  97.64,  XPOS:  97.62,   UFeats:  95.84,   AllTags:  95.28,  Lemmas:  97.36,   UAS:  92.46,  LAS:  89.95,  CLAS:  85.38,  MLAS:  79.31,  BLEX:  82.14
+he_iahltwiki     UPOS:  97.09,  XPOS:  97.09,   UFeats:  92.19,   AllTags:  91.10,  Lemmas:  98.29,   UAS:  93.66,  LAS:  91.26,  CLAS:  87.71,  MLAS:  75.14,  BLEX:  85.53
+hi_hdtb          UPOS:  97.74,  XPOS:  97.34,   UFeats:  94.25,   AllTags:  92.40,  Lemmas:  98.94,   UAS:  95.43,  LAS:  92.55,  CLAS:  89.29,  MLAS:  79.76,  BLEX:  87.93
+hr_set           UPOS:  98.57,  XPOS:  95.90,   UFeats:  96.39,   AllTags:  95.61,  Lemmas:  97.84,   UAS:  92.90,  LAS:  90.06,  CLAS:  87.88,  MLAS:  82.29,  BLEX:  85.21
+hu_szeged        UPOS:  96.77,  XPOS:  100.00,  UFeats:  94.31,   AllTags:  93.50,  Lemmas:  95.01,   UAS:  88.99,  LAS:  85.30,  CLAS:  84.24,  MLAS:  75.15,  BLEX:  78.65
+hy_armtdp        UPOS:  96.86,  XPOS:  100.00,  UFeats:  91.84,   AllTags:  90.60,  Lemmas:  95.52,   UAS:  88.21,  LAS:  83.30,  CLAS:  78.95,  MLAS:  69.21,  BLEX:  74.57
+hy_bsut          UPOS:  97.60,  XPOS:  100.00,  UFeats:  92.14,   AllTags:  91.35,  Lemmas:  96.99,   UAS:  90.62,  LAS:  86.38,  CLAS:  82.63,  MLAS:  71.59,  BLEX:  79.57
+hyw_armtdp       UPOS:  96.75,  XPOS:  100.00,  UFeats:  92.41,   AllTags:  91.61,  Lemmas:  97.22,   UAS:  89.52,  LAS:  84.91,  CLAS:  79.49,  MLAS:  69.94,  BLEX:  76.44
+id_csui          UPOS:  96.34,  XPOS:  96.58,   UFeats:  97.17,   AllTags:  95.74,  Lemmas:  98.74,   UAS:  87.26,  LAS:  82.71,  CLAS:  80.31,  MLAS:  77.07,  BLEX:  79.20
+id_gsd           UPOS:  94.79,  XPOS:  94.40,   UFeats:  96.18,   AllTags:  89.37,  Lemmas:  98.52,   UAS:  88.41,  LAS:  82.43,  CLAS:  78.99,  MLAS:  73.13,  BLEX:  77.77
+is_gc            UPOS:  95.06,  XPOS:  82.72,   UFeats:  85.52,   AllTags:  80.35,  Lemmas:  91.81,   UAS:  84.15,  LAS:  79.67,  CLAS:  75.53,  MLAS:  59.23,  BLEX:  69.52
+is_icepahc       UPOS:  97.08,  XPOS:  93.55,   UFeats:  92.17,   AllTags:  87.35,  Lemmas:  96.39,   UAS:  87.85,  LAS:  83.95,  CLAS:  78.62,  MLAS:  67.41,  BLEX:  75.13
+is_modern        UPOS:  98.15,  XPOS:  95.92,   UFeats:  88.93,   AllTags:  86.07,  Lemmas:  97.46,   UAS:  87.03,  LAS:  84.16,  CLAS:  79.22,  MLAS:  65.30,  BLEX:  76.45
+it_isdt          UPOS:  98.71,  XPOS:  98.64,   UFeats:  98.39,   AllTags:  97.89,  Lemmas:  98.95,   UAS:  95.15,  LAS:  93.48,  CLAS:  89.96,  MLAS:  87.21,  BLEX:  88.56
+it_markit        UPOS:  97.35,  XPOS:  97.52,   UFeats:  94.39,   AllTags:  92.88,  Lemmas:  88.50,   UAS:  89.40,  LAS:  85.52,  CLAS:  81.49,  MLAS:  71.27,  BLEX:  78.67
+it_parlamint     UPOS:  99.17,  XPOS:  98.52,   UFeats:  98.50,   AllTags:  97.58,  Lemmas:  99.16,   UAS:  93.41,  LAS:  91.44,  CLAS:  88.90,  MLAS:  85.78,  BLEX:  87.58
+it_partut        UPOS:  98.52,  XPOS:  98.52,   UFeats:  98.30,   AllTags:  97.72,  Lemmas:  98.82,   UAS:  96.18,  LAS:  94.09,  CLAS:  90.30,  MLAS:  87.68,  BLEX:  88.80
+it_postwita      UPOS:  97.17,  XPOS:  96.95,   UFeats:  96.92,   AllTags:  95.44,  Lemmas:  97.25,   UAS:  87.96,  LAS:  83.79,  CLAS:  79.50,  MLAS:  75.19,  BLEX:  76.95
+it_twittiro      UPOS:  96.84,  XPOS:  96.57,   UFeats:  95.87,   AllTags:  94.15,  Lemmas:  95.43,   UAS:  88.34,  LAS:  83.43,  CLAS:  77.75,  MLAS:  71.82,  BLEX:  72.62
+it_vit           UPOS:  98.35,  XPOS:  97.65,   UFeats:  97.87,   AllTags:  96.50,  Lemmas:  99.10,   UAS:  92.95,  LAS:  90.12,  CLAS:  85.85,  MLAS:  81.99,  BLEX:  84.81
+ja_gsd           UPOS:  98.59,  XPOS:  97.52,   UFeats:  99.99,   AllTags:  97.20,  Lemmas:  98.47,   UAS:  94.93,  LAS:  93.94,  CLAS:  90.54,  MLAS:  88.80,  BLEX:  88.47
+ja_gsdluw        UPOS:  98.36,  XPOS:  98.01,   UFeats:  100.00,  AllTags:  97.90,  Lemmas:  97.78,   UAS:  95.16,  LAS:  94.19,  CLAS:  88.69,  MLAS:  86.28,  BLEX:  84.89
+ko_gsd           UPOS:  96.72,  XPOS:  90.24,   UFeats:  99.79,   AllTags:  88.12,  Lemmas:  93.74,   UAS:  88.70,  LAS:  84.76,  CLAS:  83.31,  MLAS:  81.49,  BLEX:  77.59
+ko_kaist         UPOS:  96.19,  XPOS:  87.78,   UFeats:  100.00,  AllTags:  87.58,  Lemmas:  94.18,   UAS:  88.85,  LAS:  86.92,  CLAS:  85.39,  MLAS:  82.77,  BLEX:  80.36
+la_perseus       UPOS:  92.95,  XPOS:  81.14,   UFeats:  84.59,   AllTags:  77.45,  Lemmas:  88.88,   UAS:  79.08,  LAS:  71.91,  CLAS:  67.59,  MLAS:  53.46,  BLEX:  59.28
+la_udante        UPOS:  91.18,  XPOS:  75.58,   UFeats:  84.40,   AllTags:  72.23,  Lemmas:  87.20,   UAS:  75.94,  LAS:  68.64,  CLAS:  60.84,  MLAS:  47.62,  BLEX:  51.39
+la_ittb          UPOS:  99.03,  XPOS:  96.66,   UFeats:  97.10,   AllTags:  95.62,  Lemmas:  99.18,   UAS:  91.27,  LAS:  89.34,  CLAS:  87.08,  MLAS:  83.10,  BLEX:  86.53
+la_llct          UPOS:  99.75,  XPOS:  97.14,   UFeats:  97.15,   AllTags:  96.87,  Lemmas:  97.77,   UAS:  95.40,  LAS:  94.39,  CLAS:  93.16,  MLAS:  89.09,  BLEX:  90.40
+la_proiel        UPOS:  97.02,  XPOS:  97.12,   UFeats:  91.43,   AllTags:  90.26,  Lemmas:  96.42,   UAS:  83.88,  LAS:  79.54,  CLAS:  75.94,  MLAS:  67.84,  BLEX:  73.35
+lt_alksnis       UPOS:  96.08,  XPOS:  90.44,   UFeats:  91.25,   AllTags:  89.62,  Lemmas:  93.56,   UAS:  83.94,  LAS:  80.08,  CLAS:  77.80,  MLAS:  68.85,  BLEX:  72.05
+lt_hse           UPOS:  91.32,  XPOS:  91.42,   UFeats:  83.58,   AllTags:  80.00,  Lemmas:  90.75,   UAS:  75.00,  LAS:  65.00,  CLAS:  62.39,  MLAS:  45.87,  BLEX:  55.84
+lv_lvtb          UPOS:  97.43,  XPOS:  91.56,   UFeats:  95.46,   AllTags:  90.76,  Lemmas:  97.21,   UAS:  89.96,  LAS:  86.95,  CLAS:  84.82,  MLAS:  78.68,  BLEX:  82.17
+lzh_kyoto        UPOS:  93.43,  XPOS:  92.14,   UFeats:  94.62,   AllTags:  89.81,  Lemmas:  99.52,   UAS:  84.71,  LAS:  79.40,  CLAS:  78.60,  MLAS:  75.49,  BLEX:  78.24
+mr_ufal          UPOS:  87.14,  XPOS:  100.00,  UFeats:  76.94,   AllTags:  73.06,  Lemmas:  87.86,   UAS:  73.79,  LAS:  65.29,  CLAS:  60.04,  MLAS:  41.82,  BLEX:  50.10
+mt_mudt          UPOS:  95.87,  XPOS:  95.92,   UFeats:  100.00,  AllTags:  95.46,  Lemmas:  100.00,  UAS:  85.70,  LAS:  80.81,  CLAS:  73.43,  MLAS:  69.28,  BLEX:  73.43
+myv_jr           UPOS:  88.66,  XPOS:  88.07,   UFeats:  79.63,   AllTags:  73.96,  Lemmas:  85.52,   UAS:  74.08,  LAS:  64.24,  CLAS:  59.26,  MLAS:  41.84,  BLEX:  48.91
+nl_alpino        UPOS:  98.02,  XPOS:  96.82,   UFeats:  97.86,   AllTags:  96.44,  Lemmas:  95.16,   UAS:  94.31,  LAS:  91.90,  CLAS:  88.12,  MLAS:  84.95,  BLEX:  81.32
+nl_lassysmall    UPOS:  97.67,  XPOS:  96.85,   UFeats:  97.51,   AllTags:  96.28,  Lemmas:  96.51,   UAS:  94.63,  LAS:  91.91,  CLAS:  88.89,  MLAS:  85.20,  BLEX:  84.07
+no_bokmaal       UPOS:  98.58,  XPOS:  99.14,   UFeats:  97.65,   AllTags:  97.00,  Lemmas:  98.78,   UAS:  94.54,  LAS:  93.28,  CLAS:  90.97,  MLAS:  87.51,  BLEX:  89.41
+no_nynorsk       UPOS:  98.62,  XPOS:  99.27,   UFeats:  97.52,   AllTags:  96.75,  Lemmas:  98.60,   UAS:  94.57,  LAS:  93.17,  CLAS:  90.88,  MLAS:  86.78,  BLEX:  89.06
+orv_birchbark    UPOS:  89.13,  XPOS:  99.38,   UFeats:  76.83,   AllTags:  72.72,  Lemmas:  65.59,   UAS:  76.41,  LAS:  69.17,  CLAS:  62.05,  MLAS:  41.08,  BLEX:  32.88
+orv_rnc          UPOS:  93.99,  XPOS:  88.74,   UFeats:  79.27,   AllTags:  69.59,  Lemmas:  78.28,   UAS:  70.79,  LAS:  65.17,  CLAS:  59.00,  MLAS:  39.54,  BLEX:  40.04
+orv_torot        UPOS:  95.89,  XPOS:  95.94,   UFeats:  90.72,   AllTags:  88.65,  Lemmas:  88.13,   UAS:  85.28,  LAS:  80.39,  CLAS:  76.37,  MLAS:  67.96,  BLEX:  65.95
+pcm_nsc          UPOS:  98.08,  XPOS:  100.00,  UFeats:  98.96,   AllTags:  97.55,  Lemmas:  99.39,   UAS:  93.10,  LAS:  90.53,  CLAS:  89.50,  MLAS:  87.53,  BLEX:  89.03
+pl_lfg           UPOS:  99.13,  XPOS:  96.26,   UFeats:  96.67,   AllTags:  95.29,  Lemmas:  98.38,   UAS:  97.19,  LAS:  95.81,  CLAS:  94.53,  MLAS:  89.98,  BLEX:  92.60
+pl_pdb           UPOS:  99.02,  XPOS:  95.92,   UFeats:  96.02,   AllTags:  95.20,  Lemmas:  98.21,   UAS:  94.73,  LAS:  92.67,  CLAS:  90.75,  MLAS:  85.51,  BLEX:  88.69
+pt_bosque        UPOS:  98.17,  XPOS:  100.00,  UFeats:  97.10,   AllTags:  96.08,  Lemmas:  98.57,   UAS:  93.28,  LAS:  90.94,  CLAS:  87.26,  MLAS:  81.74,  BLEX:  85.38
+pt_cintil        UPOS:  98.00,  XPOS:  96.61,   UFeats:  95.90,   AllTags:  93.79,  Lemmas:  98.23,   UAS:  87.54,  LAS:  84.19,  CLAS:  79.97,  MLAS:  74.04,  BLEX:  77.83
+pt_petrogold     UPOS:  99.05,  XPOS:  100.00,  UFeats:  99.00,   AllTags:  98.45,  Lemmas:  99.51,   UAS:  95.63,  LAS:  94.42,  CLAS:  91.75,  MLAS:  89.67,  BLEX:  91.19
+qaf_arabizi      UPOS:  86.69,  XPOS:  78.89,   UFeats:  90.87,   AllTags:  77.88,  Lemmas:  54.66,   UAS:  76.32,  LAS:  65.86,  CLAS:  59.64,  MLAS:  47.72,  BLEX:  31.57
+qpm_philotis     UPOS:  98.82,  XPOS:  100.00,  UFeats:  95.60,   AllTags:  95.25,  Lemmas:  96.73,   UAS:  88.62,  LAS:  83.53,  CLAS:  77.99,  MLAS:  71.09,  BLEX:  74.23
+qtd_sagt         UPOS:  91.09,  XPOS:  100.00,  UFeats:  80.82,   AllTags:  75.90,  Lemmas:  91.49,   UAS:  72.74,  LAS:  62.19,  CLAS:  57.05,  MLAS:  41.59,  BLEX:  51.55
+ro_nonstandard   UPOS:  97.25,  XPOS:  92.87,   UFeats:  91.54,   AllTags:  90.12,  Lemmas:  95.88,   UAS:  90.46,  LAS:  86.41,  CLAS:  81.84,  MLAS:  69.76,  BLEX:  77.51
+ro_rrt           UPOS:  98.15,  XPOS:  97.40,   UFeats:  97.64,   AllTags:  97.15,  Lemmas:  98.25,   UAS:  92.76,  LAS:  89.24,  CLAS:  85.76,  MLAS:  82.46,  BLEX:  83.96
+ro_simonero      UPOS:  98.56,  XPOS:  98.12,   UFeats:  97.67,   AllTags:  97.33,  Lemmas:  99.04,   UAS:  94.29,  LAS:  92.35,  CLAS:  89.53,  MLAS:  85.53,  BLEX:  88.47
+ru_gsd           UPOS:  98.50,  XPOS:  97.97,   UFeats:  95.03,   AllTags:  93.88,  Lemmas:  97.25,   UAS:  92.83,  LAS:  89.80,  CLAS:  88.70,  MLAS:  81.81,  BLEX:  85.44
+ru_syntagrus     UPOS:  98.83,  XPOS:  100.00,  UFeats:  94.34,   AllTags:  94.04,  Lemmas:  98.48,   UAS:  94.51,  LAS:  92.33,  CLAS:  91.16,  MLAS:  83.29,  BLEX:  89.40
+ru_taiga         UPOS:  97.25,  XPOS:  100.00,  UFeats:  94.81,   AllTags:  93.60,  Lemmas:  96.34,   UAS:  85.53,  LAS:  81.91,  CLAS:  79.59,  MLAS:  72.61,  BLEX:  76.02
+sa_vedic         UPOS:  90.06,  XPOS:  100.00,  UFeats:  82.74,   AllTags:  78.14,  Lemmas:  87.40,   UAS:  73.69,  LAS:  61.55,  CLAS:  61.00,  MLAS:  51.53,  BLEX:  54.91
+sk_snk           UPOS:  97.83,  XPOS:  90.33,   UFeats:  93.51,   AllTags:  89.53,  Lemmas:  96.54,   UAS:  93.88,  LAS:  91.98,  CLAS:  91.00,  MLAS:  82.34,  BLEX:  86.87
+sl_ssj           UPOS:  99.02,  XPOS:  97.15,   UFeats:  97.32,   AllTags:  96.81,  Lemmas:  98.61,   UAS:  94.40,  LAS:  93.02,  CLAS:  90.99,  MLAS:  87.47,  BLEX:  89.34
+sl_sst           UPOS:  96.10,  XPOS:  93.48,   UFeats:  93.80,   AllTags:  91.87,  Lemmas:  97.73,   UAS:  78.53,  LAS:  73.21,  CLAS:  69.83,  MLAS:  63.76,  BLEX:  68.35
+sme_giella       UPOS:  91.78,  XPOS:  93.65,   UFeats:  89.45,   AllTags:  85.33,  Lemmas:  87.02,   UAS:  76.01,  LAS:  71.08,  CLAS:  69.22,  MLAS:  60.38,  BLEX:  58.60
+sr_set           UPOS:  99.05,  XPOS:  95.95,   UFeats:  96.17,   AllTags:  95.73,  Lemmas:  97.83,   UAS:  94.18,  LAS:  91.65,  CLAS:  90.13,  MLAS:  84.16,  BLEX:  87.56
+sv_lines         UPOS:  97.71,  XPOS:  95.50,   UFeats:  90.97,   AllTags:  88.22,  Lemmas:  97.86,   UAS:  91.19,  LAS:  87.78,  CLAS:  85.03,  MLAS:  72.24,  BLEX:  82.63
+sv_talbanken     UPOS:  98.54,  XPOS:  97.42,   UFeats:  97.46,   AllTags:  96.58,  Lemmas:  98.33,   UAS:  92.51,  LAS:  90.13,  CLAS:  88.36,  MLAS:  84.16,  BLEX:  86.44
+ta_ttb           UPOS:  89.14,  XPOS:  87.13,   UFeats:  89.54,   AllTags:  82.05,  Lemmas:  93.87,   UAS:  78.38,  LAS:  68.88,  CLAS:  65.63,  MLAS:  56.48,  BLEX:  60.89
+te_mtg           UPOS:  93.48,  XPOS:  93.48,   UFeats:  99.03,   AllTags:  93.48,  Lemmas:  100.00,  UAS:  91.68,  LAS:  85.02,  CLAS:  81.03,  MLAS:  77.22,  BLEX:  81.03
+tr_atis          UPOS:  99.04,  XPOS:  100.00,  UFeats:  98.57,   AllTags:  98.42,  Lemmas:  99.11,   UAS:  90.96,  LAS:  89.09,  CLAS:  88.46,  MLAS:  86.83,  BLEX:  87.69
+tr_boun          UPOS:  92.97,  XPOS:  88.91,   UFeats:  83.09,   AllTags:  73.32,  Lemmas:  93.52,   UAS:  80.79,  LAS:  73.91,  CLAS:  72.36,  MLAS:  52.77,  BLEX:  66.50
+tr_framenet      UPOS:  96.52,  XPOS:  100.00,  UFeats:  94.82,   AllTags:  93.80,  Lemmas:  96.39,   UAS:  93.73,  LAS:  84.80,  CLAS:  81.97,  MLAS:  74.03,  BLEX:  77.96
+tr_imst          UPOS:  95.46,  XPOS:  95.27,   UFeats:  92.37,   AllTags:  89.66,  Lemmas:  96.32,   UAS:  78.94,  LAS:  69.42,  CLAS:  65.74,  MLAS:  57.52,  BLEX:  62.96
+tr_kenet         UPOS:  93.83,  XPOS:  100.00,  UFeats:  92.19,   AllTags:  90.72,  Lemmas:  93.51,   UAS:  84.09,  LAS:  71.63,  CLAS:  71.04,  MLAS:  62.38,  BLEX:  65.51
+tr_penn          UPOS:  96.14,  XPOS:  100.00,  UFeats:  95.10,   AllTags:  93.86,  Lemmas:  94.72,   UAS:  86.84,  LAS:  73.89,  CLAS:  70.40,  MLAS:  63.43,  BLEX:  65.77
+tr_tourism       UPOS:  98.96,  XPOS:  100.00,  UFeats:  95.05,   AllTags:  94.71,  Lemmas:  98.31,   UAS:  97.10,  LAS:  91.51,  CLAS:  89.01,  MLAS:  81.66,  BLEX:  87.19
+ug_udt           UPOS:  90.23,  XPOS:  92.21,   UFeats:  88.66,   AllTags:  81.26,  Lemmas:  95.22,   UAS:  77.05,  LAS:  66.02,  CLAS:  61.83,  MLAS:  50.93,  BLEX:  58.33
+uk_iu            UPOS:  98.03,  XPOS:  94.44,   UFeats:  94.39,   AllTags:  93.29,  Lemmas:  97.67,   UAS:  90.96,  LAS:  88.51,  CLAS:  85.67,  MLAS:  78.65,  BLEX:  83.17
+ur_udtb          UPOS:  94.06,  XPOS:  92.19,   UFeats:  82.76,   AllTags:  78.41,  Lemmas:  97.41,   UAS:  88.13,  LAS:  82.81,  CLAS:  77.26,  MLAS:  57.29,  BLEX:  74.88
+vi_vtb           UPOS:  90.02,  XPOS:  88.88,   UFeats:  100.00,  AllTags:  88.73,  Lemmas:  99.50,   UAS:  76.32,  LAS:  65.91,  CLAS:  61.57,  MLAS:  55.37,  BLEX:  61.24
+wo_wtb           UPOS:  95.11,  XPOS:  95.08,   UFeats:  94.33,   AllTags:  92.25,  Lemmas:  95.88,   UAS:  85.90,  LAS:  80.57,  CLAS:  75.33,  MLAS:  68.64,  BLEX:  71.71
+zh_gsd           UPOS:  96.17,  XPOS:  96.05,   UFeats:  99.41,   AllTags:  95.37,  Lemmas:  99.92,   UAS:  87.18,  LAS:  84.07,  CLAS:  82.57,  MLAS:  78.08,  BLEX:  82.53
+zh_gsdsimp       UPOS:  96.10,  XPOS:  96.00,   UFeats:  99.43,   AllTags:  95.32,  Lemmas:  99.93,   UAS:  87.08,  LAS:  83.97,  CLAS:  82.58,  MLAS:  78.23,  BLEX:  82.55
+************     *****  96.66,  XPOS:  96.07,   UFeats:  94.42,   AllTags:  91.82,  Lemmas:  95.85,   UAS:  89.01,  LAS:  85.03,  CLAS:  81.71,  MLAS:  74.54,  BLEX:  77.92

udpipe2/models-2.12/EVALUATION-server.txt

@@ -0,0 +1,262 @@
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+afrikaans-afribooms-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.71 XPOS:95.85 UFeats:98.41 AllTags:95.67 Lemmas:98.33 UAS:90.58 LAS:87.63 CLAS:82.32 MLAS:79.08 BLEX:79.85
+ancient_greek-proiel-ud-2.12-230717 raw_text Tokens:99.98 Sentences:49.19 Words:99.98 UPOS:97.63 XPOS:97.93 UFeats:92.13 AllTags:90.72 Lemmas:94.76 UAS:81.74 LAS:77.92 CLAS:71.09 MLAS:61.96 BLEX:66.22
+ancient_greek-proiel-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.87 XPOS:98.14 UFeats:92.58 AllTags:91.30 Lemmas:94.82 UAS:86.59 LAS:82.72 CLAS:77.57 MLAS:68.31 BLEX:72.13
+ancient_greek-perseus-ud-2.12-230717 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:92.98 XPOS:85.76 UFeats:91.42 AllTags:84.89 Lemmas:86.72 UAS:80.13 LAS:74.55 CLAS:68.74 MLAS:54.46 BLEX:55.76
+ancient_greek-perseus-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.02 XPOS:85.78 UFeats:91.44 AllTags:84.91 Lemmas:86.74 UAS:80.30 LAS:74.71 CLAS:68.87 MLAS:54.56 BLEX:55.87
+ancient_hebrew-ptnk-ud-2.12-230717 raw_text Tokens:100.00 Sentences:98.06 Words:71.14 UPOS:69.03 XPOS:69.17 UFeats:67.09 AllTags:66.13 Lemmas:67.47 UAS:48.21 LAS:46.75 CLAS:34.93 MLAS:31.14 BLEX:32.42
+ancient_hebrew-ptnk-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.70 XPOS:96.86 UFeats:90.36 AllTags:89.22 Lemmas:96.60 UAS:91.29 LAS:87.61 CLAS:80.33 MLAS:68.26 BLEX:76.48
+arabic-padt-ud-2.12-230717 raw_text Tokens:99.98 Sentences:82.09 Words:94.58 UPOS:91.67 XPOS:89.00 UFeats:89.12 AllTags:88.65 Lemmas:90.34 UAS:78.87 LAS:74.83 CLAS:71.62 MLAS:66.04 BLEX:68.16
+arabic-padt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.96 XPOS:94.34 UFeats:94.50 AllTags:94.01 Lemmas:95.20 UAS:88.24 LAS:83.65 CLAS:80.67 MLAS:74.73 BLEX:76.32
+armenian-armtdp-ud-2.12-230717 raw_text Tokens:99.86 Sentences:95.70 Words:99.28 UPOS:96.29 XPOS:99.28 UFeats:91.22 AllTags:90.21 Lemmas:94.93 UAS:86.55 LAS:81.73 CLAS:77.92 MLAS:68.65 BLEX:73.67
+armenian-armtdp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.86 XPOS:100.00 UFeats:91.86 AllTags:90.71 Lemmas:95.54 UAS:88.21 LAS:83.30 CLAS:78.95 MLAS:69.30 BLEX:74.60
+armenian-bsut-ud-2.12-230717 raw_text Tokens:99.94 Sentences:98.73 Words:99.79 UPOS:97.38 XPOS:99.79 UFeats:91.96 AllTags:91.20 Lemmas:96.79 UAS:90.06 LAS:85.83 CLAS:82.09 MLAS:71.10 BLEX:79.05
+armenian-bsut-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.60 XPOS:100.00 UFeats:92.16 AllTags:91.41 Lemmas:96.99 UAS:90.62 LAS:86.38 CLAS:82.63 MLAS:71.65 BLEX:79.57
+basque-bdt-ud-2.12-230717 raw_text Tokens:99.94 Sentences:99.83 Words:99.94 UPOS:96.33 XPOS:99.94 UFeats:93.32 AllTags:91.44 Lemmas:96.38 UAS:87.81 LAS:84.80 CLAS:82.60 MLAS:74.93 BLEX:79.49
+basque-bdt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.39 XPOS:100.00 UFeats:93.37 AllTags:91.48 Lemmas:96.41 UAS:87.88 LAS:84.86 CLAS:82.65 MLAS:74.97 BLEX:79.52
+belarusian-hse-ud-2.12-230717 raw_text Tokens:99.37 Sentences:86.58 Words:99.37 UPOS:98.21 XPOS:97.59 UFeats:94.52 AllTags:93.57 Lemmas:93.25 UAS:87.32 LAS:85.41 CLAS:82.90 MLAS:76.98 BLEX:76.66
+belarusian-hse-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.81 XPOS:98.16 UFeats:95.10 AllTags:94.13 Lemmas:93.82 UAS:89.79 LAS:87.60 CLAS:84.92 MLAS:78.81 BLEX:78.42
+bulgarian-btb-ud-2.12-230717 raw_text Tokens:99.91 Sentences:94.17 Words:99.91 UPOS:99.20 XPOS:97.25 UFeats:97.96 AllTags:96.87 Lemmas:98.01 UAS:94.41 LAS:91.71 CLAS:89.10 MLAS:85.92 BLEX:86.61
+bulgarian-btb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.33 XPOS:97.37 UFeats:98.09 AllTags:96.99 Lemmas:98.09 UAS:95.22 LAS:92.48 CLAS:89.84 MLAS:86.61 BLEX:87.35
+catalan-ancora-ud-2.12-230717 raw_text Tokens:99.97 Sentences:99.08 Words:99.95 UPOS:99.11 XPOS:97.25 UFeats:98.72 AllTags:96.98 Lemmas:99.40 UAS:94.92 LAS:93.43 CLAS:90.17 MLAS:88.06 BLEX:89.51
+catalan-ancora-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.17 XPOS:97.36 UFeats:98.79 AllTags:97.09 Lemmas:99.46 UAS:95.08 LAS:93.59 CLAS:90.37 MLAS:88.27 BLEX:89.70
+chinese-gsdsimp-ud-2.12-230717 raw_text Tokens:90.29 Sentences:99.10 Words:90.29 UPOS:87.23 XPOS:87.15 UFeats:89.70 AllTags:86.47 Lemmas:90.23 UAS:72.74 LAS:70.28 CLAS:66.94 MLAS:63.38 BLEX:66.93
+chinese-gsdsimp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.10 XPOS:96.00 UFeats:99.43 AllTags:95.33 Lemmas:99.93 UAS:87.08 LAS:83.97 CLAS:82.58 MLAS:78.23 BLEX:82.55
+chinese-gsd-ud-2.12-230717 raw_text Tokens:90.27 Sentences:99.10 Words:90.27 UPOS:87.18 XPOS:87.09 UFeats:89.68 AllTags:86.42 Lemmas:90.20 UAS:72.57 LAS:70.14 CLAS:66.75 MLAS:63.02 BLEX:66.73
+chinese-gsd-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.16 XPOS:96.05 UFeats:99.41 AllTags:95.38 Lemmas:99.92 UAS:87.18 LAS:84.07 CLAS:82.59 MLAS:78.07 BLEX:82.55
+classical_chinese-kyoto-ud-2.12-230717 raw_text Tokens:97.94 Sentences:46.37 Words:97.94 UPOS:89.68 XPOS:88.94 UFeats:91.59 AllTags:86.06 Lemmas:97.51 UAS:71.39 LAS:66.13 CLAS:64.93 MLAS:62.36 BLEX:64.70
+classical_chinese-kyoto-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.43 XPOS:92.14 UFeats:94.63 AllTags:89.89 Lemmas:99.52 UAS:84.71 LAS:79.40 CLAS:78.60 MLAS:75.55 BLEX:78.24
+coptic-scriptorium-ud-2.12-230717 raw_text Tokens:100.00 Sentences:33.63 Words:75.26 UPOS:73.02 XPOS:72.92 UFeats:73.15 AllTags:72.08 Lemmas:73.90 UAS:51.82 LAS:50.05 CLAS:40.18 MLAS:37.34 BLEX:39.84
+coptic-scriptorium-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.05 XPOS:96.91 UFeats:97.81 AllTags:95.90 Lemmas:97.41 UAS:90.46 LAS:87.70 CLAS:81.75 MLAS:76.41 BLEX:79.79
+croatian-set-ud-2.12-230717 raw_text Tokens:99.93 Sentences:94.79 Words:99.93 UPOS:98.49 XPOS:95.82 UFeats:96.31 AllTags:95.53 Lemmas:97.78 UAS:92.41 LAS:89.57 CLAS:87.42 MLAS:81.89 BLEX:84.77
+croatian-set-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.57 XPOS:95.90 UFeats:96.39 AllTags:95.62 Lemmas:97.83 UAS:92.91 LAS:90.07 CLAS:87.88 MLAS:82.34 BLEX:85.21
+czech-pdt-ud-2.12-230717 raw_text Tokens:99.93 Sentences:93.37 Words:99.93 UPOS:99.30 XPOS:98.46 UFeats:98.78 AllTags:98.25 Lemmas:99.38 UAS:95.01 LAS:93.64 CLAS:92.92 MLAS:90.75 BLEX:92.30
+czech-pdt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.38 XPOS:98.55 UFeats:98.87 AllTags:98.34 Lemmas:99.46 UAS:95.81 LAS:94.43 CLAS:93.61 MLAS:91.41 BLEX:92.97
+czech-cac-ud-2.12-230717 raw_text Tokens:100.00 Sentences:99.68 Words:99.99 UPOS:99.69 XPOS:98.25 UFeats:98.07 AllTags:97.74 Lemmas:99.30 UAS:96.20 LAS:94.95 CLAS:93.95 MLAS:90.84 BLEX:93.11
+czech-cac-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.70 XPOS:98.26 UFeats:98.08 AllTags:97.74 Lemmas:99.31 UAS:96.20 LAS:94.95 CLAS:93.97 MLAS:90.86 BLEX:93.13
+czech-cltt-ud-2.12-230717 raw_text Tokens:99.32 Sentences:96.92 Words:99.32 UPOS:98.95 XPOS:93.72 UFeats:93.99 AllTags:93.65 Lemmas:98.48 UAS:92.47 LAS:90.77 CLAS:89.17 MLAS:82.87 BLEX:88.60
+czech-cltt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.40 XPOS:94.18 UFeats:94.49 AllTags:94.07 Lemmas:99.03 UAS:93.17 LAS:91.20 CLAS:89.44 MLAS:82.92 BLEX:88.86
+czech-fictree-ud-2.12-230717 raw_text Tokens:99.99 Sentences:98.95 Words:99.99 UPOS:99.14 XPOS:97.07 UFeats:97.93 AllTags:96.88 Lemmas:99.29 UAS:96.17 LAS:94.67 CLAS:93.42 MLAS:89.47 BLEX:92.40
+czech-fictree-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.16 XPOS:97.08 UFeats:97.95 AllTags:96.89 Lemmas:99.30 UAS:96.24 LAS:94.73 CLAS:93.51 MLAS:89.57 BLEX:92.50
+danish-ddt-ud-2.12-230717 raw_text Tokens:99.82 Sentences:89.80 Words:99.82 UPOS:97.98 XPOS:99.82 UFeats:97.36 AllTags:96.60 Lemmas:97.38 UAS:88.60 LAS:86.46 CLAS:83.92 MLAS:79.10 BLEX:81.13
+danish-ddt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.17 XPOS:100.00 UFeats:97.59 AllTags:96.83 Lemmas:97.52 UAS:89.82 LAS:87.64 CLAS:85.10 MLAS:80.18 BLEX:82.15
+dutch-alpino-ud-2.12-230717 raw_text Tokens:99.75 Sentences:89.10 Words:99.75 UPOS:97.77 XPOS:96.66 UFeats:97.68 AllTags:96.28 Lemmas:94.91 UAS:92.90 LAS:90.52 CLAS:86.76 MLAS:83.71 BLEX:80.13
+dutch-alpino-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.02 XPOS:96.82 UFeats:97.89 AllTags:96.45 Lemmas:95.16 UAS:94.31 LAS:91.90 CLAS:88.12 MLAS:85.01 BLEX:81.32
+dutch-lassysmall-ud-2.12-230717 raw_text Tokens:99.77 Sentences:74.71 Words:99.77 UPOS:97.33 XPOS:96.15 UFeats:96.86 AllTags:95.50 Lemmas:96.18 UAS:90.99 LAS:88.49 CLAS:84.15 MLAS:80.77 BLEX:79.51
+dutch-lassysmall-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.67 XPOS:96.84 UFeats:97.49 AllTags:96.29 Lemmas:96.51 UAS:94.63 LAS:91.91 CLAS:88.89 MLAS:85.25 BLEX:84.07
+english-ewt-ud-2.12-230717 raw_text Tokens:99.30 Sentences:87.82 Words:99.09 UPOS:96.69 XPOS:96.32 UFeats:96.70 AllTags:95.01 Lemmas:97.26 UAS:90.71 LAS:88.81 CLAS:86.29 MLAS:82.26 BLEX:84.29
+english-ewt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.50 XPOS:97.17 UFeats:97.56 AllTags:95.84 Lemmas:98.08 UAS:93.03 LAS:91.04 CLAS:88.81 MLAS:84.70 BLEX:86.64
+english-atis-ud-2.12-230717 raw_text Tokens:99.98 Sentences:80.49 Words:99.98 UPOS:99.04 XPOS:99.98 UFeats:98.59 AllTags:98.14 Lemmas:99.63 UAS:94.45 LAS:93.02 CLAS:90.55 MLAS:87.97 BLEX:90.18
+english-atis-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.07 XPOS:100.00 UFeats:98.65 AllTags:98.21 Lemmas:99.64 UAS:96.17 LAS:94.59 CLAS:92.80 MLAS:90.22 BLEX:92.42
+english-eslspok-ud-2.12-230717 raw_text Tokens:100.00 Sentences:92.21 Words:100.00 UPOS:98.59 XPOS:98.54 UFeats:100.00 AllTags:98.10 Lemmas:100.00 UAS:95.37 LAS:93.87 CLAS:93.01 MLAS:91.26 BLEX:93.01
+english-eslspok-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.68 XPOS:98.68 UFeats:100.00 AllTags:98.19 Lemmas:100.00 UAS:96.20 LAS:94.79 CLAS:93.74 MLAS:91.98 BLEX:93.74
+english-gum-ud-2.12-230717 raw_text Tokens:99.67 Sentences:95.72 Words:99.63 UPOS:98.00 XPOS:98.04 UFeats:97.91 AllTags:97.02 Lemmas:98.84 UAS:92.87 LAS:90.96 CLAS:88.11 MLAS:85.35 BLEX:87.10
+english-gum-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.34 XPOS:98.39 UFeats:98.27 AllTags:97.36 Lemmas:99.15 UAS:93.72 LAS:91.79 CLAS:88.89 MLAS:86.11 BLEX:87.79
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+slovenian-ssj-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.02 XPOS:97.15 UFeats:97.33 AllTags:96.84 Lemmas:98.61 UAS:94.40 LAS:93.02 CLAS:90.99 MLAS:87.52 BLEX:89.34
+slovenian-sst-ud-2.12-230717 raw_text Tokens:99.97 Sentences:24.74 Words:99.97 UPOS:95.82 XPOS:93.37 UFeats:93.58 AllTags:91.64 Lemmas:97.69 UAS:66.76 LAS:61.98 CLAS:57.03 MLAS:52.04 BLEX:55.84
+slovenian-sst-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.10 XPOS:93.49 UFeats:93.79 AllTags:91.91 Lemmas:97.73 UAS:78.52 LAS:73.20 CLAS:69.82 MLAS:63.83 BLEX:68.34
+spanish-ancora-ud-2.12-230717 raw_text Tokens:99.97 Sentences:98.78 Words:99.95 UPOS:99.06 XPOS:96.12 UFeats:98.76 AllTags:95.71 Lemmas:99.39 UAS:93.68 LAS:91.92 CLAS:88.88 MLAS:86.79 BLEX:88.29
+spanish-ancora-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.11 XPOS:96.16 UFeats:98.81 AllTags:95.75 Lemmas:99.43 UAS:93.87 LAS:92.10 CLAS:89.06 MLAS:86.95 BLEX:88.45
+spanish-gsd-ud-2.12-230717 raw_text Tokens:99.92 Sentences:94.90 Words:99.72 UPOS:97.10 XPOS:99.72 UFeats:96.74 AllTags:95.07 Lemmas:98.58 UAS:92.51 LAS:90.28 CLAS:85.89 MLAS:78.76 BLEX:84.27
+spanish-gsd-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.36 XPOS:100.00 UFeats:97.01 AllTags:95.32 Lemmas:98.83 UAS:93.38 LAS:91.10 CLAS:86.82 MLAS:79.58 BLEX:85.17
+swedish-talbanken-ud-2.12-230717 raw_text Tokens:99.84 Sentences:96.53 Words:99.84 UPOS:98.37 XPOS:97.23 UFeats:97.31 AllTags:96.43 Lemmas:98.17 UAS:92.08 LAS:89.72 CLAS:87.82 MLAS:83.69 BLEX:85.90
+swedish-talbanken-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.53 XPOS:97.42 UFeats:97.49 AllTags:96.61 Lemmas:98.33 UAS:92.53 LAS:90.15 CLAS:88.37 MLAS:84.20 BLEX:86.44
+swedish-lines-ud-2.12-230717 raw_text Tokens:99.96 Sentences:88.00 Words:99.96 UPOS:97.61 XPOS:95.49 UFeats:90.93 AllTags:88.18 Lemmas:97.82 UAS:90.48 LAS:87.14 CLAS:84.31 MLAS:71.66 BLEX:81.94
+swedish-lines-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.71 XPOS:95.50 UFeats:90.96 AllTags:88.23 Lemmas:97.86 UAS:91.19 LAS:87.78 CLAS:85.03 MLAS:72.25 BLEX:82.63
+tamil-ttb-ud-2.12-230717 raw_text Tokens:99.16 Sentences:97.52 Words:94.26 UPOS:84.29 XPOS:82.92 UFeats:84.09 AllTags:77.76 Lemmas:88.79 UAS:70.63 LAS:61.98 CLAS:58.64 MLAS:50.53 BLEX:54.69
+tamil-ttb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:89.14 XPOS:87.13 UFeats:89.19 AllTags:81.80 Lemmas:93.87 UAS:78.38 LAS:68.88 CLAS:65.63 MLAS:56.48 BLEX:60.89
+telugu-mtg-ud-2.12-230717 raw_text Tokens:99.58 Sentences:96.62 Words:99.58 UPOS:92.94 XPOS:92.94 UFeats:98.61 AllTags:92.94 Lemmas:99.58 UAS:90.72 LAS:84.07 CLAS:80.19 MLAS:76.19 BLEX:80.19
+telugu-mtg-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.48 XPOS:93.48 UFeats:99.03 AllTags:93.48 Lemmas:100.00 UAS:91.68 LAS:85.02 CLAS:81.03 MLAS:77.22 BLEX:81.03
+turkish-boun-ud-2.12-230717 raw_text Tokens:99.64 Sentences:86.25 Words:96.57 UPOS:90.03 XPOS:86.05 UFeats:81.12 AllTags:71.69 Lemmas:90.47 UAS:73.32 LAS:67.11 CLAS:66.17 MLAS:49.09 BLEX:60.77
+turkish-boun-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:92.97 XPOS:88.91 UFeats:83.07 AllTags:73.35 Lemmas:93.52 UAS:80.79 LAS:73.91 CLAS:72.36 MLAS:52.78 BLEX:66.50
+turkish-atis-ud-2.12-230717 raw_text Tokens:100.00 Sentences:80.20 Words:100.00 UPOS:99.02 XPOS:100.00 UFeats:98.57 AllTags:98.40 Lemmas:99.11 UAS:89.03 LAS:87.24 CLAS:86.48 MLAS:84.91 BLEX:85.71
+turkish-atis-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.04 XPOS:100.00 UFeats:98.57 AllTags:98.42 Lemmas:99.11 UAS:90.96 LAS:89.09 CLAS:88.46 MLAS:86.83 BLEX:87.69
+turkish-framenet-ud-2.12-230717 raw_text Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.52 XPOS:100.00 UFeats:94.75 AllTags:93.87 Lemmas:96.39 UAS:93.73 LAS:84.80 CLAS:81.97 MLAS:74.12 BLEX:77.96
+turkish-framenet-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.52 XPOS:100.00 UFeats:94.75 AllTags:93.87 Lemmas:96.39 UAS:93.73 LAS:84.80 CLAS:81.97 MLAS:74.12 BLEX:77.96
+turkish-imst-ud-2.12-230717 raw_text Tokens:99.87 Sentences:97.70 Words:97.94 UPOS:93.70 XPOS:93.46 UFeats:90.63 AllTags:88.13 Lemmas:94.46 UAS:75.22 LAS:66.28 CLAS:63.40 MLAS:55.69 BLEX:60.80
+turkish-imst-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.46 XPOS:95.27 UFeats:92.41 AllTags:89.75 Lemmas:96.32 UAS:78.94 LAS:69.42 CLAS:65.74 MLAS:57.62 BLEX:62.96
+turkish-kenet-ud-2.12-230717 raw_text Tokens:100.00 Sentences:98.12 Words:100.00 UPOS:93.80 XPOS:100.00 UFeats:92.10 AllTags:90.85 Lemmas:93.50 UAS:83.94 LAS:71.51 CLAS:70.89 MLAS:62.32 BLEX:65.35
+turkish-kenet-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.83 XPOS:100.00 UFeats:92.12 AllTags:90.89 Lemmas:93.51 UAS:84.10 LAS:71.63 CLAS:71.03 MLAS:62.46 BLEX:65.49
+turkish-penn-ud-2.12-230717 raw_text Tokens:99.34 Sentences:80.59 Words:99.34 UPOS:95.50 XPOS:99.34 UFeats:94.48 AllTags:93.29 Lemmas:94.14 UAS:84.40 LAS:71.73 CLAS:68.86 MLAS:62.08 BLEX:64.36
+turkish-penn-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.14 XPOS:100.00 UFeats:95.12 AllTags:93.94 Lemmas:94.71 UAS:86.84 LAS:73.89 CLAS:70.40 MLAS:63.46 BLEX:65.77
+turkish-tourism-ud-2.12-230717 raw_text Tokens:99.96 Sentences:99.86 Words:99.96 UPOS:98.92 XPOS:99.96 UFeats:94.98 AllTags:94.67 Lemmas:98.27 UAS:97.04 LAS:91.43 CLAS:88.91 MLAS:81.58 BLEX:87.09
+turkish-tourism-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.96 XPOS:100.00 UFeats:95.02 AllTags:94.72 Lemmas:98.31 UAS:97.10 LAS:91.50 CLAS:89.00 MLAS:81.66 BLEX:87.18
+turkish_german-sagt-ud-2.12-230717 raw_text Tokens:99.92 Sentences:99.44 Words:98.91 UPOS:90.21 XPOS:98.91 UFeats:80.24 AllTags:75.45 Lemmas:90.80 UAS:71.42 LAS:61.22 CLAS:56.25 MLAS:41.16 BLEX:50.92
+turkish_german-sagt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:91.09 XPOS:100.00 UFeats:80.82 AllTags:75.93 Lemmas:91.49 UAS:72.76 LAS:62.20 CLAS:57.06 MLAS:41.63 BLEX:51.55
+ukrainian-iu-ud-2.12-230717 raw_text Tokens:99.84 Sentences:96.23 Words:99.81 UPOS:97.84 XPOS:94.28 UFeats:94.25 AllTags:93.16 Lemmas:97.47 UAS:90.37 LAS:87.94 CLAS:85.18 MLAS:78.30 BLEX:82.74
+ukrainian-iu-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.03 XPOS:94.44 UFeats:94.39 AllTags:93.31 Lemmas:97.67 UAS:90.97 LAS:88.52 CLAS:85.68 MLAS:78.70 BLEX:83.18
+urdu-udtb-ud-2.12-230717 raw_text Tokens:100.00 Sentences:98.31 Words:100.00 UPOS:94.09 XPOS:92.20 UFeats:82.76 AllTags:78.43 Lemmas:97.41 UAS:88.02 LAS:82.68 CLAS:77.11 MLAS:57.25 BLEX:74.71
+urdu-udtb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.06 XPOS:92.19 UFeats:82.76 AllTags:78.41 Lemmas:97.41 UAS:88.13 LAS:82.81 CLAS:77.26 MLAS:57.30 BLEX:74.88
+uyghur-udt-ud-2.12-230717 raw_text Tokens:99.54 Sentences:81.87 Words:99.54 UPOS:89.77 XPOS:91.72 UFeats:88.23 AllTags:80.82 Lemmas:94.71 UAS:75.32 LAS:64.44 CLAS:60.60 MLAS:50.04 BLEX:57.14
+uyghur-udt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.23 XPOS:92.21 UFeats:88.65 AllTags:81.27 Lemmas:95.22 UAS:77.05 LAS:66.02 CLAS:61.83 MLAS:50.95 BLEX:58.33
+vietnamese-vtb-ud-2.12-230717 raw_text Tokens:86.06 Sentences:93.73 Words:86.06 UPOS:78.61 XPOS:77.61 UFeats:86.06 AllTags:77.50 Lemmas:85.76 UAS:56.86 LAS:50.02 CLAS:45.68 MLAS:41.40 BLEX:45.54
+vietnamese-vtb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.02 XPOS:88.88 UFeats:100.00 AllTags:88.73 Lemmas:99.50 UAS:76.31 LAS:65.90 CLAS:61.56 MLAS:55.36 BLEX:61.24
+welsh-ccg-ud-2.12-230717 raw_text Tokens:99.87 Sentences:97.68 Words:99.46 UPOS:95.27 XPOS:94.28 UFeats:89.57 AllTags:87.25 Lemmas:94.43 UAS:86.73 LAS:80.81 CLAS:75.79 MLAS:63.09 BLEX:69.84
+welsh-ccg-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.74 XPOS:94.73 UFeats:90.03 AllTags:87.66 Lemmas:94.94 UAS:87.83 LAS:81.85 CLAS:76.95 MLAS:64.04 BLEX:70.94
+western_armenian-armtdp-ud-2.12-230717 raw_text Tokens:99.98 Sentences:98.68 Words:99.89 UPOS:96.67 XPOS:99.89 UFeats:92.31 AllTags:91.63 Lemmas:97.14 UAS:89.26 LAS:84.68 CLAS:79.29 MLAS:69.80 BLEX:76.24
+western_armenian-armtdp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.75 XPOS:100.00 UFeats:92.40 AllTags:91.71 Lemmas:97.23 UAS:89.51 LAS:84.91 CLAS:79.49 MLAS:69.99 BLEX:76.44
+wolof-wtb-ud-2.12-230717 raw_text Tokens:99.96 Sentences:91.95 Words:99.23 UPOS:94.16 XPOS:94.17 UFeats:93.56 AllTags:91.48 Lemmas:95.18 UAS:83.75 LAS:78.61 CLAS:73.36 MLAS:66.55 BLEX:69.91
+wolof-wtb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.11 XPOS:95.08 UFeats:94.34 AllTags:92.33 Lemmas:95.88 UAS:85.90 LAS:80.57 CLAS:75.33 MLAS:68.67 BLEX:71.71

udpipe2/models-2.12/compare_shared.sh

@@ -0,0 +1,15 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo Usage $0 prefix >&2; exit 1; }
+prefix="$1"; shift
+
+for d in $prefix-*_all; do
+  for t in $d/*/; do
+    t=$(basename $t)
+    echo $t
+    for s in Dev Test; do
+      grep "$s.*epoch 20, lr 0.0001" $prefix-$t/training.log
+      grep "$s.*$t epoch 20, lr 0.0001" $d/training.log
+    done
+  done
+done

udpipe2/models-2.12/compare_shared_summary.py

@@ -0,0 +1,21 @@
+#!/usr/bin/env python3
+import sys
+
+treebank, results = None, []
+while (line := sys.stdin.readline()):
+    parts = line.rstrip("\r\n").split(" ")
+    if len(parts) == 1:
+        if results:
+            print(treebank, *results)
+        treebank = parts[0]
+        results = []
+    else:
+        values = []
+        for i in range(2):
+            if i:
+                parts = sys.stdin.readline().rstrip("\r\n").split(" ")
+            values.append(sum(float(parts[parts.index(f"{key}:") + 1].rstrip(",")) for key in ["AllTags", "Lemmas", "LAS"]))
+        results.append(f"{values[1] - values[0]:.3f}")
+
+if results:
+    print(treebank, *results)

udpipe2/models-2.12/eval_all.sh

@@ -0,0 +1,17 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo "Usage $0 datadir [server]" >&2; exit 1; }
+data="$1"; shift
+server="$1"
+
+sh models_list.sh | while read names path treebank ack; do
+  model=${names%%:*}
+  for mode in "raw_text" "gold_tok"; do
+    conllu=../$data/$treebank/$treebank-ud-test.conllu
+    case $mode in
+      raw_text) txt=${conllu%.conllu}.txt;;
+      *) txt=;
+    esac
+    echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu "$txt" $server | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
+  done
+done

udpipe2/models-2.12/eval_has_feature.sh

@@ -0,0 +1,17 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo Usage $0 datadir >&2; exit 1; }
+data="$1"; shift
+
+for d in ../$data/*/; do
+  case $d in
+    *_all/) continue;;
+  esac
+
+  has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  [ $has_xpos = 0 ] && echo $d: no XPOS
+  [ $has_feats = 0 ] && echo $d: no UFeats
+  [ $has_lemmas = 0 ] && echo $d: no Lemmas
+done

udpipe2/models-2.12/models_copy.sh

@@ -0,0 +1,26 @@
+#!/bin/sh
+
+[ $# -ge 2 ] || { echo Usage $0 datadir date >&2; exit 1; }
+data="$1"; shift
+date="$1"; shift
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  lang=${treebank%%_*}
+  if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-$date.model
+    ln -fsn ${lang}_all-$data-$date.model $treebank-$data-$date.model
+  else
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-$date.model
+  fi
+done
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  cp ~/repos/udpipe/training/models-$data-tokenizer-chosen/$treebank/$treebank.model $treebank-$data-$date.model/$treebank.tokenizer
+
+  consistent_feats=$treebank-$data-$date.model/consistent_feats.table
+  [ -f "$consistent_feats " ] || python3 ../scripts/gen_consistent_feats_tables.py ${treebank%%_*} $(dirname $consistent_feats)
+done

udpipe2/models-2.12/models_list.sh

@@ -0,0 +1,137 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_212_models'
+
+cat <<EOF
+afrikaans-afribooms-ud-2.12-230717:af_afribooms-ud-2.12-230717:af:afr        models-2.12/af_afribooms-ud-2.12-230717.model    af_afribooms    $ack
+ancient_greek-proiel-ud-2.12-230717:grc_proiel-ud-2.12-230717:grc            models-2.12/grc_all-ud-2.12-230717.model         grc_proiel      $ack
+ancient_greek-perseus-ud-2.12-230717:grc_perseus-ud-2.12-230717              models-2.12/grc_all-ud-2.12-230717.model         grc_perseus     $ack
+ancient_hebrew-ptnk-ud-2.12-230717:hbo_ptnk-ud-2.12-230717:hbo               models-2.12/hbo_ptnk-ud-2.12-230717.model        hbo_ptnk        $ack
+arabic-padt-ud-2.12-230717:ar_padt-ud-2.12-230717:ar:ara                     models-2.12/ar_padt-ud-2.12-230717.model         ar_padt         $ack
+armenian-armtdp-ud-2.12-230717:hy_armtdp-ud-2.12-230717:hy:hye:arm           models-2.12/hy_all-ud-2.12-230717.model          hy_armtdp       $ack
+armenian-bsut-ud-2.12-230717:hy_bsut-ud-2.12-230717                          models-2.12/hy_all-ud-2.12-230717.model          hy_bsut         $ack
+basque-bdt-ud-2.12-230717:eu_bdt-ud-2.12-230717:eu:eus                       models-2.12/eu_bdt-ud-2.12-230717.model          eu_bdt          $ack
+belarusian-hse-ud-2.12-230717:be_hse-ud-2.12-230717:be:bel                   models-2.12/be_hse-ud-2.12-230717.model          be_hse          $ack
+bulgarian-btb-ud-2.12-230717:bg_btb-ud-2.12-230717:bg:bul                    models-2.12/bg_btb-ud-2.12-230717.model          bg_btb          $ack
+catalan-ancora-ud-2.12-230717:ca_ancora-ud-2.12-230717:ca:cat                models-2.12/ca_ancora-ud-2.12-230717.model       ca_ancora       $ack
+chinese-gsdsimp-ud-2.12-230717:zh_gsdsimp-ud-2.12-230717:zh:zho:chi          models-2.12/zh_all-ud-2.12-230717.model          zh_gsdsimp      $ack
+chinese-gsd-ud-2.12-230717:zh_gsd-ud-2.12-230717                             models-2.12/zh_all-ud-2.12-230717.model          zh_gsd          $ack
+classical_chinese-kyoto-ud-2.12-230717:lzh_kyoto-ud-2.12-230717:lzh          models-2.12/lzh_kyoto-ud-2.12-230717.model       lzh_kyoto       $ack
+coptic-scriptorium-ud-2.12-230717:cop_scriptorium-ud-2.12-230717:cop         models-2.12/cop_scriptorium-ud-2.12-230717.model cop_scriptorium $ack
+croatian-set-ud-2.12-230717:hr_set-ud-2.12-230717:hr:hrv                     models-2.12/hr_set-ud-2.12-230717.model          hr_set          $ack
+czech-pdt-ud-2.12-230717:cs_pdt-ud-2.12-230717:cs:ces:cze                    models-2.12/cs_all-ud-2.12-230717.model          cs_pdt          $ack
+czech-cac-ud-2.12-230717:cs_cac-ud-2.12-230717                               models-2.12/cs_all-ud-2.12-230717.model          cs_cac          $ack
+czech-cltt-ud-2.12-230717:cs_cltt-ud-2.12-230717                             models-2.12/cs_all-ud-2.12-230717.model          cs_cltt         $ack
+czech-fictree-ud-2.12-230717:cs_fictree-ud-2.12-230717                       models-2.12/cs_all-ud-2.12-230717.model          cs_fictree      $ack
+danish-ddt-ud-2.12-230717:da_ddt-ud-2.12-230717:da:dan                       models-2.12/da_ddt-ud-2.12-230717.model          da_ddt          $ack
+dutch-alpino-ud-2.12-230717:nl_alpino-ud-2.12-230717:nl:nld:dut              models-2.12/nl_all-ud-2.12-230717.model          nl_alpino       $ack
+dutch-lassysmall-ud-2.12-230717:nl_lassysmall-ud-2.12-230717                 models-2.12/nl_all-ud-2.12-230717.model          nl_lassysmall   $ack
+english-ewt-ud-2.12-230717:en_ewt-ud-2.12-230717:en:eng                      models-2.12/en_all-ud-2.12-230717.model          en_ewt          $ack
+english-atis-ud-2.12-230717:en_atis-ud-2.12-230717                           models-2.12/en_all-ud-2.12-230717.model          en_atis         $ack
+english-eslspok-ud-2.12-230717:en_eslspok-ud-2.12-230717                     models-2.12/en_all-ud-2.12-230717.model          en_eslspok      $ack
+english-gum-ud-2.12-230717:en_gum-ud-2.12-230717                             models-2.12/en_all-ud-2.12-230717.model          en_gum          $ack
+english-lines-ud-2.12-230717:en_lines-ud-2.12-230717                         models-2.12/en_all-ud-2.12-230717.model          en_lines        $ack
+english-partut-ud-2.12-230717:en_partut-ud-2.12-230717                       models-2.12/en_all-ud-2.12-230717.model          en_partut       $ack
+erzya-jr-ud-2.12-230717:myv_jr-ud-2.12-230717:myv                            models-2.12/myv_jr-ud-2.12-230717.model          myv_jr          $ack
+estonian-edt-ud-2.12-230717:et_edt-ud-2.12-230717:et:est                     models-2.12/et_all-ud-2.12-230717.model          et_edt          $ack
+estonian-ewt-ud-2.12-230717:et_ewt-ud-2.12-230717                            models-2.12/et_all-ud-2.12-230717.model          et_ewt          $ack
+faroese-farpahc-ud-2.12-230717:fo_farpahc-ud-2.12-230717:fo:fao              models-2.12/fo_farpahc-ud-2.12-230717.model      fo_farpahc      $ack
+finnish-tdt-ud-2.12-230717:fi_tdt-ud-2.12-230717:fi:fin                      models-2.12/fi_all-ud-2.12-230717.model          fi_tdt          $ack
+finnish-ftb-ud-2.12-230717:fi_ftb-ud-2.12-230717                             models-2.12/fi_all-ud-2.12-230717.model          fi_ftb          $ack
+french-gsd-ud-2.12-230717:fr_gsd-ud-2.12-230717:fr:fra:fre                   models-2.12/fr_all-ud-2.12-230717.model          fr_gsd          $ack
+french-parisstories-ud-2.12-230717:fr_parisstories-ud-2.12-230717            models-2.12/fr_all-ud-2.12-230717.model          fr_parisstories $ack
+french-partut-ud-2.12-230717:fr_partut-ud-2.12-230717                        models-2.12/fr_all-ud-2.12-230717.model          fr_partut       $ack
+french-rhapsodie-ud-2.12-230717:fr_rhapsodie-ud-2.12-230717                  models-2.12/fr_all-ud-2.12-230717.model          fr_rhapsodie    $ack
+french-sequoia-ud-2.12-230717:fr_sequoia-ud-2.12-230717                      models-2.12/fr_all-ud-2.12-230717.model          fr_sequoia      $ack
+galician-treegal-ud-2.12-230717:gl_treegal-ud-2.12-230717:gl:glg             models-2.12/gl_all-ud-2.12-230717.model          gl_treegal      $ack
+galician-ctg-ud-2.12-230717:gl_ctg-ud-2.12-230717                            models-2.12/gl_all-ud-2.12-230717.model          gl_ctg          $ack
+german-gsd-ud-2.12-230717:de_gsd-ud-2.12-230717:de:deu:ger                   models-2.12/de_gsd-ud-2.12-230717.model          de_gsd          $ack
+german-hdt-ud-2.12-230717:de_hdt-ud-2.12-230717                              models-2.12/de_hdt-ud-2.12-230717.model          de_hdt          $ack
+gothic-proiel-ud-2.12-230717:got_proiel-ud-2.12-230717:got                   models-2.12/got_proiel-ud-2.12-230717.model      got_proiel      $ack
+greek-gdt-ud-2.12-230717:el_gdt-ud-2.12-230717:el:ell:gre                    models-2.12/el_all-ud-2.12-230717.model          el_gdt          $ack
+greek-gud-ud-2.12-230717:el_gud-ud-2.12-230717                               models-2.12/el_all-ud-2.12-230717.model          el_gud          $ack
+hebrew-htb-ud-2.12-230717:he_htb-ud-2.12-230717:he:heb                       models-2.12/he_all-ud-2.12-230717.model          he_htb          $ack
+hebrew-iahltwiki-ud-2.12-230717:he_iahltwiki-ud-2.12-230717                  models-2.12/he_all-ud-2.12-230717.model          he_iahltwiki    $ack
+hindi-hdtb-ud-2.12-230717:hi_hdtb-ud-2.12-230717:hi:hin                      models-2.12/hi_hdtb-ud-2.12-230717.model         hi_hdtb         $ack
+hungarian-szeged-ud-2.12-230717:hu_szeged-ud-2.12-230717:hu:hun              models-2.12/hu_szeged-ud-2.12-230717.model       hu_szeged       $ack
+icelandic-modern-ud-2.12-230717:is_modern-ud-2.12-230717:is:ice:isl          models-2.12/is_all-ud-2.12-230717.model          is_modern       $ack
+icelandic-gc-ud-2.12-230717:is_gc-ud-2.12-230717                             models-2.12/is_all-ud-2.12-230717.model          is_gc           $ack
+icelandic-icepahc-ud-2.12-230717:is_icepahc-ud-2.12-230717                   models-2.12/is_all-ud-2.12-230717.model          is_icepahc      $ack
+indonesian-gsd-ud-2.12-230717:id_gsd-ud-2.12-230717:id:ind                   models-2.12/id_all-ud-2.12-230717.model          id_gsd          $ack
+indonesian-csui-ud-2.12-230717:id_csui-ud-2.12-230717                        models-2.12/id_all-ud-2.12-230717.model          id_csui         $ack
+irish-idt-ud-2.12-230717:ga_idt-ud-2.12-230717:ga:gle                        models-2.12/ga_all-ud-2.12-230717.model          ga_idt          $ack
+irish-twittirish-ud-2.12-230717:ga_twittirish-ud-2.12-230717                 models-2.12/ga_all-ud-2.12-230717.model          ga_twittirish   $ack
+italian-isdt-ud-2.12-230717:it_isdt-ud-2.12-230717:it:ita                    models-2.12/it_all-ud-2.12-230717.model          it_isdt         $ack
+italian-markit-ud-2.12-230717:it_markit-ud-2.12-230717                       models-2.12/it_all-ud-2.12-230717.model          it_markit       $ack
+italian-parlamint-ud-2.12-230717:it_parlamint-ud-2.12-230717                 models-2.12/it_all-ud-2.12-230717.model          it_parlamint    $ack
+italian-partut-ud-2.12-230717:it_partut-ud-2.12-230717                       models-2.12/it_all-ud-2.12-230717.model          it_partut       $ack
+italian-postwita-ud-2.12-230717:it_postwita-ud-2.12-230717                   models-2.12/it_all-ud-2.12-230717.model          it_postwita     $ack
+italian-twittiro-ud-2.12-230717:it_twittiro-ud-2.12-230717                   models-2.12/it_all-ud-2.12-230717.model          it_twittiro     $ack
+italian-vit-ud-2.12-230717:it_vit-ud-2.12-230717                             models-2.12/it_all-ud-2.12-230717.model          it_vit          $ack
+japanese-gsdluw-ud-2.12-230717:ja_gsdluw-ud-2.12-230717:ja:jpn               models-2.12/ja_all-ud-2.12-230717.model          ja_gsdluw       $ack
+japanese-gsd-ud-2.12-230717:ja_gsd-ud-2.12-230717                            models-2.12/ja_all-ud-2.12-230717.model          ja_gsd          $ack
+korean-kaist-ud-2.12-230717:ko_kaist-ud-2.12-230717:ko:kor                   models-2.12/ko_all-ud-2.12-230717.model          ko_kaist        $ack
+korean-gsd-ud-2.12-230717:ko_gsd-ud-2.12-230717                              models-2.12/ko_all-ud-2.12-230717.model          ko_gsd          $ack
+latin-ittb-ud-2.12-230717:la_ittb-ud-2.12-230717:la:lat                      models-2.12/la_ittb-ud-2.12-230717.model         la_ittb         $ack
+latin-llct-ud-2.12-230717:la_llct-ud-2.12-230717                             models-2.12/la_llct-ud-2.12-230717.model         la_llct         $ack
+latin-perseus-ud-2.12-230717:la_perseus-ud-2.12-230717                       models-2.12/la_all-ud-2.12-230717.model          la_perseus      $ack
+latin-proiel-ud-2.12-230717:la_proiel-ud-2.12-230717                         models-2.12/la_proiel-ud-2.12-230717.model       la_proiel       $ack
+latin-udante-ud-2.12-230717:la_udante-ud-2.12-230717                         models-2.12/la_all-ud-2.12-230717.model          la_udante       $ack
+latvian-lvtb-ud-2.12-230717:lv_lvtb-ud-2.12-230717:lv:lav                    models-2.12/lv_lvtb-ud-2.12-230717.model         lv_lvtb         $ack
+lithuanian-alksnis-ud-2.12-230717:lt_alksnis-ud-2.12-230717:lt:lit           models-2.12/lt_all-ud-2.12-230717.model          lt_alksnis      $ack
+lithuanian-hse-ud-2.12-230717:lt_hse-ud-2.12-230717                          models-2.12/lt_all-ud-2.12-230717.model          lt_hse          $ack
+maghrebi_arabic_french-arabizi-ud-2.12-230717:qaf_arabizi-ud-2.12-230717:qaf models-2.12/qaf_arabizi-ud-2.12-230717.model     qaf_arabizi     $ack
+maltese-mudt-ud-2.12-230717:mt_mudt-ud-2.12-230717:mt:mlt                    models-2.12/mt_mudt-ud-2.12-230717.model         mt_mudt         $ack
+manx-cadhan-ud-2.12-230717:gv_cadhan-ud-2.12-230717:gv:glv                   models-2.12/gv_cadhan-ud-2.12-230717.model       gv_cadhan       $ack
+marathi-ufal-ud-2.12-230717:mr_ufal-ud-2.12-230717:mr:mar                    models-2.12/mr_ufal-ud-2.12-230717.model         mr_ufal         $ack
+naija-nsc-ud-2.12-230717:pcm_nsc-ud-2.12-230717:pcm                          models-2.12/pcm_nsc-ud-2.12-230717.model         pcm_nsc         $ack
+north_sami-giella-ud-2.12-230717:sme_giella-ud-2.12-230717:se:sme            models-2.12/sme_giella-ud-2.12-230717.model      sme_giella      $ack
+norwegian-bokmaal-ud-2.12-230717:no_bokmaal-ud-2.12-230717:nb:nob:no:nor     models-2.12/no_all-ud-2.12-230717.model          no_bokmaal      $ack
+norwegian-nynorsk-ud-2.12-230717:no_nynorsk-ud-2.12-230717:nn:nno            models-2.12/no_all-ud-2.12-230717.model          no_nynorsk      $ack
+old_church_slavonic-proiel-ud-2.12-230717:cu_proiel-ud-2.12-230717:cu:chu    models-2.12/cu_proiel-ud-2.12-230717.model       cu_proiel       $ack
+old_east_slavic-torot-ud-2.12-230717:orv_torot-ud-2.12-230717:orv            models-2.12/orv_all-ud-2.12-230717.model         orv_torot       $ack
+old_east_slavic-birchbark-ud-2.12-230717:orv_birchbark-ud-2.12-230717        models-2.12/orv_all-ud-2.12-230717.model         orv_birchbark   $ack
+old_east_slavic-rnc-ud-2.12-230717:orv_rnc-ud-2.12-230717                    models-2.12/orv_all-ud-2.12-230717.model         orv_rnc         $ack
+old_french-srcmf-ud-2.12-230717:fro_srcmf-ud-2.12-230717:fro                 models-2.12/fro_srcmf-ud-2.12-230717.model       fro_srcmf       $ack
+persian-perdt-ud-2.12-230717:fa_perdt-ud-2.12-230717:fa:fas:per              models-2.12/fa_all-ud-2.12-230717.model          fa_perdt        $ack
+persian-seraji-ud-2.12-230717:fa_seraji-ud-2.12-230717                       models-2.12/fa_all-ud-2.12-230717.model          fa_seraji       $ack
+polish-pdb-ud-2.12-230717:pl_pdb-ud-2.12-230717:pl:pol                       models-2.12/pl_all-ud-2.12-230717.model          pl_pdb          $ack
+polish-lfg-ud-2.12-230717:pl_lfg-ud-2.12-230717                              models-2.12/pl_all-ud-2.12-230717.model          pl_lfg          $ack
+pomak-philotis-ud-2.12-230717:qpm_philotis-ud-2.12-230717:qpm                models-2.12/qpm_philotis-ud-2.12-230717.model    qpm_philotis    $ack
+portuguese-bosque-ud-2.12-230717:pt_bosque-ud-2.12-230717:pt:por             models-2.12/pt_all-ud-2.12-230717.model          pt_bosque       $ack
+portuguese-cintil-ud-2.12-230717:pt_cintil-ud-2.12-230717                    models-2.12/pt_all-ud-2.12-230717.model          pt_cintil       $ack
+portuguese-petrogold-ud-2.12-230717:pt_petrogold-ud-2.12-230717              models-2.12/pt_all-ud-2.12-230717.model          pt_petrogold    $ack
+romanian-rrt-ud-2.12-230717:ro_rrt-ud-2.12-230717:ro:ron:rum                 models-2.12/ro_all-ud-2.12-230717.model          ro_rrt          $ack
+romanian-nonstandard-ud-2.12-230717:ro_nonstandard-ud-2.12-230717            models-2.12/ro_all-ud-2.12-230717.model          ro_nonstandard  $ack
+romanian-simonero-ud-2.12-230717:ro_simonero-ud-2.12-230717                  models-2.12/ro_all-ud-2.12-230717.model          ro_simonero     $ack
+russian-syntagrus-ud-2.12-230717:ru_syntagrus-ud-2.12-230717:ru:rus          models-2.12/ru_all-ud-2.12-230717.model          ru_syntagrus    $ack
+russian-gsd-ud-2.12-230717:ru_gsd-ud-2.12-230717                             models-2.12/ru_all-ud-2.12-230717.model          ru_gsd          $ack
+russian-taiga-ud-2.12-230717:ru_taiga-ud-2.12-230717                         models-2.12/ru_all-ud-2.12-230717.model          ru_taiga        $ack
+sanskrit-vedic-ud-2.12-230717:sa_vedic-ud-2.12-230717:sa:vsn                 models-2.12/sa_vedic-ud-2.12-230717.model        sa_vedic        $ack
+scottish_gaelic-arcosg-ud-2.12-230717:gd_arcosg-ud-2.12-230717:gd:gla        models-2.12/gd_arcosg-ud-2.12-230717.model       gd_arcosg       $ack
+serbian-set-ud-2.12-230717:sr_set-ud-2.12-230717:sr:srp                      models-2.12/sr_set-ud-2.12-230717.model          sr_set          $ack
+slovak-snk-ud-2.12-230717:sk_snk-ud-2.12-230717:sk:slk:slo                   models-2.12/sk_snk-ud-2.12-230717.model          sk_snk          $ack
+slovenian-ssj-ud-2.12-230717:sl_ssj-ud-2.12-230717:sl:slv                    models-2.12/sl_all-ud-2.12-230717.model          sl_ssj          $ack
+slovenian-sst-ud-2.12-230717:sl_sst-ud-2.12-230717                           models-2.12/sl_all-ud-2.12-230717.model          sl_sst          $ack
+spanish-ancora-ud-2.12-230717:es_ancora-ud-2.12-230717:es:spa                models-2.12/es_all-ud-2.12-230717.model          es_ancora       $ack
+spanish-gsd-ud-2.12-230717:es_gsd-ud-2.12-230717                             models-2.12/es_all-ud-2.12-230717.model          es_gsd          $ack
+swedish-talbanken-ud-2.12-230717:sv_talbanken-ud-2.12-230717:sv:swe          models-2.12/sv_all-ud-2.12-230717.model          sv_talbanken    $ack
+swedish-lines-ud-2.12-230717:sv_lines-ud-2.12-230717                         models-2.12/sv_all-ud-2.12-230717.model          sv_lines        $ack
+tamil-ttb-ud-2.12-230717:ta_ttb-ud-2.12-230717:ta:tam                        models-2.12/ta_ttb-ud-2.12-230717.model          ta_ttb          $ack
+telugu-mtg-ud-2.12-230717:te_mtg-ud-2.12-230717:te:tel                       models-2.12/te_mtg-ud-2.12-230717.model          te_mtg          $ack
+turkish-boun-ud-2.12-230717:tr_boun-ud-2.12-230717:tr:tur                    models-2.12/tr_all-ud-2.12-230717.model          tr_boun         $ack
+turkish-atis-ud-2.12-230717:tr_atis-ud-2.12-230717                           models-2.12/tr_all-ud-2.12-230717.model          tr_atis         $ack
+turkish-framenet-ud-2.12-230717:tr_framenet-ud-2.12-230717                   models-2.12/tr_all-ud-2.12-230717.model          tr_framenet     $ack
+turkish-imst-ud-2.12-230717:tr_imst-ud-2.12-230717                           models-2.12/tr_all-ud-2.12-230717.model          tr_imst         $ack
+turkish-kenet-ud-2.12-230717:tr_kenet-ud-2.12-230717                         models-2.12/tr_all-ud-2.12-230717.model          tr_kenet        $ack
+turkish-penn-ud-2.12-230717:tr_penn-ud-2.12-230717                           models-2.12/tr_all-ud-2.12-230717.model          tr_penn         $ack
+turkish-tourism-ud-2.12-230717:tr_tourism-ud-2.12-230717                     models-2.12/tr_all-ud-2.12-230717.model          tr_tourism      $ack
+turkish_german-sagt-ud-2.12-230717:qtd_sagt-ud-2.12-230717:qtd               models-2.12/qtd_sagt-ud-2.12-230717.model        qtd_sagt        $ack
+ukrainian-iu-ud-2.12-230717:uk_iu-ud-2.12-230717:uk:ukr                      models-2.12/uk_iu-ud-2.12-230717.model           uk_iu           $ack
+urdu-udtb-ud-2.12-230717:ur_udtb-ud-2.12-230717:ur:urd                       models-2.12/ur_udtb-ud-2.12-230717.model         ur_udtb         $ack
+uyghur-udt-ud-2.12-230717:ug_udt-ud-2.12-230717:ug:uig                       models-2.12/ug_udt-ud-2.12-230717.model          ug_udt          $ack
+vietnamese-vtb-ud-2.12-230717:vi_vtb-ud-2.12-230717:vi:vie                   models-2.12/vi_vtb-ud-2.12-230717.model          vi_vtb          $ack
+welsh-ccg-ud-2.12-230717:cy_ccg-ud-2.12-230717:cy:wel:cym                    models-2.12/cy_ccg-ud-2.12-230717.model          cy_ccg          $ack
+western_armenian-armtdp-ud-2.12-230717:hyw_armtdp-ud-2.12-230717:hyw         models-2.12/hyw_armtdp-ud-2.12-230717.model      hyw_armtdp      $ack
+wolof-wtb-ud-2.12-230717:wo_wtb-ud-2.12-230717:wo:wol:wof                    models-2.12/wo_wtb-ud-2.12-230717.model          wo_wtb          $ack
+EOF

udpipe2/models-2.12/models_non_shared.txt

@@ -0,0 +1,5 @@
+de_gsd
+de_hdt
+la_ittb
+la_llct
+la_proiel

udpipe2/models-2.6/EVALUATION-logs.txt

@@ -0,0 +1,100 @@
+af_afribooms     UPOS:  98.70,  XPOS:  95.56,   UFeats:  98.41,   AllTags:  95.48,  Lemmas:  97.61,   UAS:  90.80,  LAS:  88.40,  CLAS:  83.96,  MLAS:  80.78,  BLEX:  80.31
+ar_padt          UPOS:  96.87,  XPOS:  94.20,   UFeats:  94.36,   AllTags:  93.82,  Lemmas:  95.23,   UAS:  87.60,  LAS:  83.14,  CLAS:  80.34,  MLAS:  74.51,  BLEX:  76.09
+be_hse           UPOS:  96.39,  XPOS:  31.85,   UFeats:  82.19,   AllTags:  27.08,  Lemmas:  81.53,   UAS:  80.18,  LAS:  75.18,  CLAS:  70.16,  MLAS:  52.92,  BLEX:  53.60
+bg_btb           UPOS:  99.27,  XPOS:  97.30,   UFeats:  98.05,   AllTags:  96.95,  Lemmas:  98.07,   UAS:  95.17,  LAS:  92.41,  CLAS:  89.72,  MLAS:  86.62,  BLEX:  87.17
+ca_ancora        UPOS:  99.09,  XPOS:  99.03,   UFeats:  98.67,   AllTags:  98.18,  Lemmas:  99.34,   UAS:  94.60,  LAS:  92.95,  CLAS:  90.00,  MLAS:  87.73,  BLEX:  89.35
+cop_scriptorium  UPOS:  96.15,  XPOS:  92.53,   UFeats:  87.75,   AllTags:  81.98,  Lemmas:  96.70,   UAS:  89.14,  LAS:  85.79,  CLAS:  78.98,  MLAS:  57.57,  BLEX:  76.42
+cs_cac           UPOS:  99.54,  XPOS:  97.36,   UFeats:  97.07,   AllTags:  96.67,  Lemmas:  98.95,   UAS:  94.37,  LAS:  92.54,  CLAS:  91.10,  MLAS:  87.63,  BLEX:  89.83
+cs_cltt          UPOS:  99.49,  XPOS:  95.19,   UFeats:  95.16,   AllTags:  94.95,  Lemmas:  99.30,   UAS:  91.91,  LAS:  90.21,  CLAS:  87.85,  MLAS:  82.25,  BLEX:  87.31
+cs_fictree       UPOS:  98.69,  XPOS:  95.82,   UFeats:  96.80,   AllTags:  95.40,  Lemmas:  99.21,   UAS:  94.92,  LAS:  92.74,  CLAS:  90.75,  MLAS:  85.47,  BLEX:  89.69
+cs_pdt           UPOS:  99.30,  XPOS:  97.71,   UFeats:  97.70,   AllTags:  97.24,  Lemmas:  99.17,   UAS:  94.60,  LAS:  92.81,  CLAS:  91.49,  MLAS:  88.45,  BLEX:  90.57
+cu_proiel        UPOS:  96.89,  XPOS:  97.09,   UFeats:  91.22,   AllTags:  89.97,  Lemmas:  93.20,   UAS:  87.95,  LAS:  83.81,  CLAS:  82.67,  MLAS:  73.92,  BLEX:  77.26
+cy_ccg           UPOS:  94.54,  XPOS:  93.51,   UFeats:  89.52,   AllTags:  86.83,  Lemmas:  93.46,   UAS:  87.04,  LAS:  80.35,  CLAS:  75.03,  MLAS:  62.14,  BLEX:  68.05
+da_ddt           UPOS:  98.26,  XPOS:  100.00,  UFeats:  97.73,   AllTags:  96.99,  Lemmas:  97.53,   UAS:  89.82,  LAS:  87.67,  CLAS:  85.28,  MLAS:  80.73,  BLEX:  82.27
+de_gsd           UPOS:  94.73,  XPOS:  97.96,   UFeats:  91.65,   AllTags:  86.51,  Lemmas:  96.95,   UAS:  89.36,  LAS:  85.31,  CLAS:  81.46,  MLAS:  64.33,  BLEX:  77.26
+de_hdt           UPOS:  98.62,  XPOS:  98.57,   UFeats:  94.21,   AllTags:  93.81,  Lemmas:  97.32,   UAS:  97.57,  LAS:  96.67,  CLAS:  94.78,  MLAS:  85.53,  BLEX:  91.10
+el_gdt           UPOS:  98.14,  XPOS:  98.14,   UFeats:  95.69,   AllTags:  95.02,  Lemmas:  95.61,   UAS:  93.82,  LAS:  91.95,  CLAS:  88.49,  MLAS:  82.03,  BLEX:  81.53
+en_ewt           UPOS:  97.29,  XPOS:  97.03,   UFeats:  97.57,   AllTags:  95.84,  Lemmas:  98.57,   UAS:  92.24,  LAS:  90.05,  CLAS:  87.66,  MLAS:  83.33,  BLEX:  86.07
+en_gum           UPOS:  96.99,  XPOS:  96.93,   UFeats:  97.75,   AllTags:  96.09,  Lemmas:  97.56,   UAS:  91.93,  LAS:  89.36,  CLAS:  85.51,  MLAS:  81.20,  BLEX:  82.25
+en_lines         UPOS:  97.67,  XPOS:  95.90,   UFeats:  96.92,   AllTags:  93.41,  Lemmas:  98.41,   UAS:  90.26,  LAS:  87.36,  CLAS:  85.92,  MLAS:  80.24,  BLEX:  83.79
+en_partut        UPOS:  97.62,  XPOS:  97.33,   UFeats:  96.54,   AllTags:  95.63,  Lemmas:  98.50,   UAS:  94.40,  LAS:  92.37,  CLAS:  89.16,  MLAS:  83.44,  BLEX:  87.48
+es_ancora        UPOS:  99.14,  XPOS:  99.06,   UFeats:  98.91,   AllTags:  98.37,  Lemmas:  99.40,   UAS:  93.83,  LAS:  91.97,  CLAS:  88.94,  MLAS:  87.01,  BLEX:  88.24
+es_gsd           UPOS:  97.40,  XPOS:  100.00,  UFeats:  97.27,   AllTags:  95.54,  Lemmas:  99.02,   UAS:  92.73,  LAS:  90.38,  CLAS:  86.59,  MLAS:  79.93,  BLEX:  85.13
+et_edt           UPOS:  97.75,  XPOS:  98.29,   UFeats:  96.48,   AllTags:  95.28,  Lemmas:  95.40,   UAS:  89.66,  LAS:  87.06,  CLAS:  85.63,  MLAS:  80.93,  BLEX:  80.44
+et_ewt           UPOS:  96.22,  XPOS:  97.37,   UFeats:  94.65,   AllTags:  92.37,  Lemmas:  94.83,   UAS:  86.37,  LAS:  82.55,  CLAS:  80.09,  MLAS:  73.03,  BLEX:  74.39
+eu_bdt           UPOS:  96.48,  XPOS:  100.00,  UFeats:  93.64,   AllTags:  91.72,  Lemmas:  96.43,   UAS:  87.30,  LAS:  84.21,  CLAS:  83.22,  MLAS:  75.00,  BLEX:  79.96
+fa_seraji        UPOS:  97.98,  XPOS:  97.97,   UFeats:  98.07,   AllTags:  97.60,  Lemmas:  96.94,   UAS:  91.74,  LAS:  88.76,  CLAS:  85.80,  MLAS:  84.00,  BLEX:  82.82
+fi_ftb           UPOS:  96.85,  XPOS:  95.31,   UFeats:  96.87,   AllTags:  94.16,  Lemmas:  95.83,   UAS:  91.99,  LAS:  89.34,  CLAS:  86.99,  MLAS:  82.64,  BLEX:  83.05
+fi_tdt           UPOS:  97.97,  XPOS:  98.56,   UFeats:  96.37,   AllTags:  95.48,  Lemmas:  92.38,   UAS:  91.69,  LAS:  89.63,  CLAS:  88.02,  MLAS:  83.30,  BLEX:  79.18
+fr_gsd           UPOS:  98.29,  XPOS:  99.99,   UFeats:  97.63,   AllTags:  96.94,  Lemmas:  98.80,   UAS:  94.46,  LAS:  92.63,  CLAS:  88.79,  MLAS:  84.72,  BLEX:  87.21
+fr_partut        UPOS:  97.89,  XPOS:  97.54,   UFeats:  94.74,   AllTags:  94.20,  Lemmas:  96.20,   UAS:  95.47,  LAS:  93.62,  CLAS:  90.37,  MLAS:  81.20,  BLEX:  84.28
+fr_sequoia       UPOS:  99.32,  XPOS:  100.00,  UFeats:  98.19,   AllTags:  97.78,  Lemmas:  99.09,   UAS:  95.80,  LAS:  94.43,  CLAS:  92.08,  MLAS:  88.78,  BLEX:  90.78
+fr_spoken        UPOS:  97.63,  XPOS:  97.31,   UFeats:  100.00,  AllTags:  95.00,  Lemmas:  98.28,   UAS:  87.27,  LAS:  82.51,  CLAS:  76.67,  MLAS:  74.23,  BLEX:  75.56
+fro_srcmf        UPOS:  96.47,  XPOS:  96.33,   UFeats:  97.86,   AllTags:  95.64,  Lemmas:  100.00,  UAS:  92.36,  LAS:  87.81,  CLAS:  84.26,  MLAS:  81.17,  BLEX:  84.26
+ga_idt           UPOS:  94.59,  XPOS:  94.60,   UFeats:  73.65,   AllTags:  70.63,  Lemmas:  93.41,   UAS:  84.98,  LAS:  78.30,  CLAS:  72.46,  MLAS:  40.94,  BLEX:  65.87
+gd_arcosg        UPOS:  94.26,  XPOS:  87.84,   UFeats:  90.23,   AllTags:  86.30,  Lemmas:  95.85,   UAS:  83.77,  LAS:  77.61,  CLAS:  71.81,  MLAS:  62.05,  BLEX:  68.26
+gl_ctg           UPOS:  98.04,  XPOS:  97.79,   UFeats:  99.83,   AllTags:  97.43,  Lemmas:  98.82,   UAS:  87.22,  LAS:  84.73,  CLAS:  79.97,  MLAS:  74.05,  BLEX:  78.78
+gl_treegal       UPOS:  97.23,  XPOS:  94.65,   UFeats:  95.76,   AllTags:  93.73,  Lemmas:  97.89,   UAS:  86.57,  LAS:  82.30,  CLAS:  77.99,  MLAS:  71.04,  BLEX:  75.71
+got_proiel       UPOS:  96.81,  XPOS:  97.26,   UFeats:  91.12,   AllTags:  89.28,  Lemmas:  94.77,   UAS:  83.73,  LAS:  77.93,  CLAS:  74.94,  MLAS:  65.37,  BLEX:  70.85
+grc_perseus      UPOS:  93.24,  XPOS:  86.03,   UFeats:  91.62,   AllTags:  85.30,  Lemmas:  86.84,   UAS:  79.74,  LAS:  74.06,  CLAS:  68.57,  MLAS:  54.92,  BLEX:  55.72
+grc_proiel       UPOS:  97.91,  XPOS:  98.18,   UFeats:  92.59,   AllTags:  91.30,  Lemmas:  94.76,   UAS:  85.95,  LAS:  81.90,  CLAS:  77.27,  MLAS:  66.72,  BLEX:  71.84
+he_htb           UPOS:  97.48,  XPOS:  97.48,   UFeats:  96.03,   AllTags:  95.36,  Lemmas:  97.23,   UAS:  91.83,  LAS:  89.25,  CLAS:  84.45,  MLAS:  78.52,  BLEX:  81.02
+hi_hdtb          UPOS:  97.65,  XPOS:  97.29,   UFeats:  94.21,   AllTags:  92.35,  Lemmas:  98.78,   UAS:  95.44,  LAS:  92.49,  CLAS:  89.12,  MLAS:  79.41,  BLEX:  87.84
+hr_set           UPOS:  98.23,  XPOS:  96.00,   UFeats:  96.52,   AllTags:  95.38,  Lemmas:  97.64,   UAS:  92.72,  LAS:  88.89,  CLAS:  86.41,  MLAS:  80.66,  BLEX:  83.53
+hu_szeged        UPOS:  96.87,  XPOS:  100.00,  UFeats:  94.45,   AllTags:  93.61,  Lemmas:  95.09,   UAS:  88.28,  LAS:  84.73,  CLAS:  83.84,  MLAS:  75.27,  BLEX:  78.26
+hy_armtdp        UPOS:  96.11,  XPOS:  100.00,  UFeats:  90.90,   AllTags:  89.37,  Lemmas:  95.04,   UAS:  86.31,  LAS:  81.18,  CLAS:  76.30,  MLAS:  67.00,  BLEX:  72.22
+id_gsd           UPOS:  93.90,  XPOS:  94.26,   UFeats:  95.52,   AllTags:  88.98,  Lemmas:  99.61,   UAS:  86.32,  LAS:  80.18,  CLAS:  78.38,  MLAS:  69.51,  BLEX:  78.00
+it_isdt          UPOS:  98.68,  XPOS:  98.60,   UFeats:  98.38,   AllTags:  97.81,  Lemmas:  98.81,   UAS:  95.07,  LAS:  93.44,  CLAS:  89.91,  MLAS:  87.20,  BLEX:  88.19
+it_partut        UPOS:  98.54,  XPOS:  98.65,   UFeats:  98.38,   AllTags:  97.88,  Lemmas:  98.93,   UAS:  96.18,  LAS:  93.98,  CLAS:  90.32,  MLAS:  87.48,  BLEX:  89.15
+it_postwita      UPOS:  97.06,  XPOS:  96.79,   UFeats:  96.89,   AllTags:  95.41,  Lemmas:  97.18,   UAS:  88.04,  LAS:  83.76,  CLAS:  79.65,  MLAS:  75.23,  BLEX:  76.98
+it_twittiro      UPOS:  97.01,  XPOS:  96.77,   UFeats:  96.14,   AllTags:  94.42,  Lemmas:  95.50,   UAS:  87.84,  LAS:  83.43,  CLAS:  77.88,  MLAS:  71.64,  BLEX:  72.68
+it_vit           UPOS:  98.16,  XPOS:  97.49,   UFeats:  97.66,   AllTags:  96.16,  Lemmas:  98.92,   UAS:  92.77,  LAS:  89.91,  CLAS:  85.65,  MLAS:  81.15,  BLEX:  84.53
+ja_gsd           UPOS:  98.03,  XPOS:  97.71,   UFeats:  99.99,   AllTags:  96.83,  Lemmas:  99.61,   UAS:  94.73,  LAS:  93.41,  CLAS:  89.48,  MLAS:  87.64,  BLEX:  89.28
+ko_gsd           UPOS:  96.74,  XPOS:  90.32,   UFeats:  99.82,   AllTags:  88.16,  Lemmas:  93.64,   UAS:  89.50,  LAS:  85.84,  CLAS:  84.02,  MLAS:  81.76,  BLEX:  78.14
+ko_kaist         UPOS:  95.94,  XPOS:  87.85,   UFeats:  100.00,  AllTags:  87.66,  Lemmas:  94.27,   UAS:  89.51,  LAS:  87.67,  CLAS:  85.58,  MLAS:  82.42,  BLEX:  80.42
+la_llct          UPOS:  99.60,  XPOS:  97.14,   UFeats:  97.11,   AllTags:  96.63,  Lemmas:  97.68,   UAS:  95.54,  LAS:  94.40,  CLAS:  93.31,  MLAS:  89.40,  BLEX:  90.53
+la_perseus       UPOS:  91.64,  XPOS:  81.17,   UFeats:  86.33,   AllTags:  78.74,  Lemmas:  88.04,   UAS:  78.21,  LAS:  69.07,  CLAS:  64.61,  MLAS:  52.84,  BLEX:  55.99
+la_ittb          UPOS:  98.52,  XPOS:  96.37,   UFeats:  96.92,   AllTags:  95.11,  Lemmas:  98.93,   UAS:  91.24,  LAS:  89.07,  CLAS:  86.65,  MLAS:  82.62,  BLEX:  85.88
+la_proiel        UPOS:  97.07,  XPOS:  97.16,   UFeats:  91.53,   AllTags:  90.52,  Lemmas:  96.42,   UAS:  83.78,  LAS:  79.04,  CLAS:  76.46,  MLAS:  67.58,  BLEX:  73.88
+lt_alksnis       UPOS:  96.04,  XPOS:  90.40,   UFeats:  91.18,   AllTags:  89.49,  Lemmas:  93.70,   UAS:  83.93,  LAS:  80.08,  CLAS:  78.02,  MLAS:  69.02,  BLEX:  72.43
+lt_hse           UPOS:  91.23,  XPOS:  91.32,   UFeats:  83.21,   AllTags:  78.40,  Lemmas:  90.28,   UAS:  73.77,  LAS:  64.53,  CLAS:  61.53,  MLAS:  45.25,  BLEX:  54.68
+lv_lvtb          UPOS:  96.92,  XPOS:  90.24,   UFeats:  94.40,   AllTags:  89.43,  Lemmas:  96.45,   UAS:  89.33,  LAS:  86.23,  CLAS:  84.13,  MLAS:  76.29,  BLEX:  80.60
+lzh_kyoto        UPOS:  93.55,  XPOS:  93.24,   UFeats:  95.01,   AllTags:  90.86,  Lemmas:  99.96,   UAS:  85.49,  LAS:  80.20,  CLAS:  79.28,  MLAS:  76.42,  BLEX:  79.25
+mr_ufal          UPOS:  84.22,  XPOS:  100.00,  UFeats:  68.69,   AllTags:  63.83,  Lemmas:  80.10,   UAS:  70.39,  LAS:  60.92,  CLAS:  56.02,  MLAS:  31.95,  BLEX:  42.32
+mt_mudt          UPOS:  95.88,  XPOS:  95.77,   UFeats:  100.00,  AllTags:  95.40,  Lemmas:  100.00,  UAS:  85.46,  LAS:  80.38,  CLAS:  72.66,  MLAS:  68.69,  BLEX:  72.66
+nl_alpino        UPOS:  97.57,  XPOS:  96.13,   UFeats:  97.18,   AllTags:  95.53,  Lemmas:  97.46,   UAS:  93.93,  LAS:  91.53,  CLAS:  87.66,  MLAS:  82.72,  BLEX:  84.42
+nl_lassysmall    UPOS:  96.79,  XPOS:  96.05,   UFeats:  96.97,   AllTags:  95.40,  Lemmas:  97.33,   UAS:  94.26,  LAS:  91.24,  CLAS:  87.83,  MLAS:  83.56,  BLEX:  84.84
+no_bokmaal       UPOS:  98.57,  XPOS:  100.00,  UFeats:  97.71,   AllTags:  97.05,  Lemmas:  98.75,   UAS:  94.48,  LAS:  93.00,  CLAS:  91.03,  MLAS:  87.67,  BLEX:  89.43
+no_nynorsk       UPOS:  98.50,  XPOS:  100.00,  UFeats:  97.51,   AllTags:  96.80,  Lemmas:  98.50,   UAS:  94.66,  LAS:  92.93,  CLAS:  90.99,  MLAS:  86.95,  BLEX:  89.01
+no_nynorsklia    UPOS:  96.55,  XPOS:  100.00,  UFeats:  95.79,   AllTags:  93.72,  Lemmas:  98.14,   UAS:  81.15,  LAS:  76.76,  CLAS:  71.75,  MLAS:  65.94,  BLEX:  69.80
+orv_rnc          UPOS:  93.34,  XPOS:  89.43,   UFeats:  77.09,   AllTags:  67.76,  Lemmas:  76.13,   UAS:  66.86,  LAS:  60.73,  CLAS:  56.02,  MLAS:  36.05,  BLEX:  37.07
+orv_torot        UPOS:  94.93,  XPOS:  94.99,   UFeats:  88.44,   AllTags:  86.35,  Lemmas:  85.77,   UAS:  83.15,  LAS:  77.17,  CLAS:  73.95,  MLAS:  63.78,  BLEX:  62.66
+pcm_nsc          UPOS:  98.14,  XPOS:  100.00,  UFeats:  99.16,   AllTags:  97.77,  Lemmas:  99.27,   UAS:  92.50,  LAS:  89.84,  CLAS:  87.08,  MLAS:  84.25,  BLEX:  86.26
+pl_lfg           UPOS:  99.09,  XPOS:  96.18,   UFeats:  96.70,   AllTags:  95.25,  Lemmas:  98.41,   UAS:  97.29,  LAS:  95.91,  CLAS:  94.64,  MLAS:  90.12,  BLEX:  92.77
+pl_pdb           UPOS:  99.04,  XPOS:  95.88,   UFeats:  95.99,   AllTags:  95.18,  Lemmas:  98.19,   UAS:  94.51,  LAS:  92.50,  CLAS:  90.58,  MLAS:  85.36,  BLEX:  88.52
+pt_bosque        UPOS:  97.60,  XPOS:  100.00,  UFeats:  96.49,   AllTags:  95.11,  Lemmas:  98.42,   UAS:  93.53,  LAS:  90.80,  CLAS:  87.48,  MLAS:  80.42,  BLEX:  85.51
+pt_gsd           UPOS:  98.69,  XPOS:  98.69,   UFeats:  99.87,   AllTags:  98.59,  Lemmas:  99.49,   UAS:  94.94,  LAS:  93.82,  CLAS:  90.96,  MLAS:  89.11,  BLEX:  90.36
+ro_nonstandard   UPOS:  97.21,  XPOS:  92.90,   UFeats:  91.53,   AllTags:  90.13,  Lemmas:  95.74,   UAS:  91.00,  LAS:  86.49,  CLAS:  81.82,  MLAS:  69.53,  BLEX:  77.28
+ro_rrt           UPOS:  98.08,  XPOS:  97.44,   UFeats:  97.60,   AllTags:  97.08,  Lemmas:  98.49,   UAS:  92.74,  LAS:  88.38,  CLAS:  84.56,  MLAS:  80.82,  BLEX:  82.88
+ru_gsd           UPOS:  98.49,  XPOS:  97.98,   UFeats:  95.17,   AllTags:  93.97,  Lemmas:  97.27,   UAS:  92.77,  LAS:  89.43,  CLAS:  88.26,  MLAS:  81.44,  BLEX:  85.05
+ru_syntagrus     UPOS:  99.27,  XPOS:  100.00,  UFeats:  97.98,   AllTags:  97.76,  Lemmas:  98.68,   UAS:  94.99,  LAS:  93.72,  CLAS:  92.53,  MLAS:  89.90,  BLEX:  90.95
+ru_taiga         UPOS:  96.47,  XPOS:  98.56,   UFeats:  92.72,   AllTags:  89.87,  Lemmas:  95.68,   UAS:  85.57,  LAS:  80.81,  CLAS:  78.38,  MLAS:  68.93,  BLEX:  73.90
+sa_vedic         UPOS:  90.01,  XPOS:  100.00,  UFeats:  83.11,   AllTags:  78.58,  Lemmas:  87.24,   UAS:  73.34,  LAS:  61.55,  CLAS:  61.10,  MLAS:  51.87,  BLEX:  54.91
+sk_snk           UPOS:  97.30,  XPOS:  88.06,   UFeats:  92.84,   AllTags:  86.98,  Lemmas:  96.60,   UAS:  93.68,  LAS:  91.57,  CLAS:  90.57,  MLAS:  80.55,  BLEX:  86.59
+sl_ssj           UPOS:  98.86,  XPOS:  96.44,   UFeats:  96.69,   AllTags:  96.01,  Lemmas:  98.54,   UAS:  94.41,  LAS:  92.96,  CLAS:  90.98,  MLAS:  86.68,  BLEX:  89.30
+sl_sst           UPOS:  95.71,  XPOS:  93.11,   UFeats:  92.94,   AllTags:  90.90,  Lemmas:  97.46,   UAS:  77.81,  LAS:  72.24,  CLAS:  68.73,  MLAS:  62.71,  BLEX:  67.18
+sme_giella       UPOS:  92.47,  XPOS:  93.70,   UFeats:  89.56,   AllTags:  85.75,  Lemmas:  86.96,   UAS:  76.97,  LAS:  72.16,  CLAS:  69.62,  MLAS:  60.95,  BLEX:  59.19
+sr_set           UPOS:  99.01,  XPOS:  95.78,   UFeats:  95.94,   AllTags:  95.39,  Lemmas:  97.83,   UAS:  94.33,  LAS:  91.82,  CLAS:  90.14,  MLAS:  83.84,  BLEX:  87.45
+sv_lines         UPOS:  97.75,  XPOS:  95.48,   UFeats:  90.91,   AllTags:  88.09,  Lemmas:  97.79,   UAS:  89.91,  LAS:  86.52,  CLAS:  85.06,  MLAS:  72.13,  BLEX:  82.48
+sv_talbanken     UPOS:  98.51,  XPOS:  97.38,   UFeats:  97.44,   AllTags:  96.57,  Lemmas:  98.30,   UAS:  92.46,  LAS:  90.14,  CLAS:  88.33,  MLAS:  84.12,  BLEX:  86.33
+ta_ttb           UPOS:  93.36,  XPOS:  87.28,   UFeats:  90.10,   AllTags:  86.22,  Lemmas:  93.97,   UAS:  78.03,  LAS:  71.79,  CLAS:  69.86,  MLAS:  61.09,  BLEX:  64.80
+te_mtg           UPOS:  94.04,  XPOS:  94.04,   UFeats:  98.89,   AllTags:  94.04,  Lemmas:  100.00,  UAS:  91.12,  LAS:  84.47,  CLAS:  80.46,  MLAS:  76.84,  BLEX:  80.46
+tr_imst          UPOS:  96.10,  XPOS:  95.32,   UFeats:  93.66,   AllTags:  91.50,  Lemmas:  96.00,   UAS:  76.10,  LAS:  69.93,  CLAS:  66.52,  MLAS:  60.33,  BLEX:  63.83
+ug_udt           UPOS:  89.67,  XPOS:  92.21,   UFeats:  88.92,   AllTags:  80.47,  Lemmas:  95.27,   UAS:  78.39,  LAS:  66.27,  CLAS:  59.89,  MLAS:  47.53,  BLEX:  56.23
+uk_iu            UPOS:  98.10,  XPOS:  94.42,   UFeats:  94.34,   AllTags:  93.30,  Lemmas:  97.56,   UAS:  91.11,  LAS:  88.75,  CLAS:  86.27,  MLAS:  79.11,  BLEX:  83.59
+ur_udtb          UPOS:  94.08,  XPOS:  92.26,   UFeats:  82.92,   AllTags:  78.43,  Lemmas:  97.39,   UAS:  88.37,  LAS:  82.74,  CLAS:  77.23,  MLAS:  56.90,  BLEX:  74.92
+vi_vtb           UPOS:  90.56,  XPOS:  88.69,   UFeats:  99.72,   AllTags:  88.47,  Lemmas:  99.58,   UAS:  72.63,  LAS:  65.26,  CLAS:  62.90,  MLAS:  58.85,  BLEX:  62.42
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+************     *****  96.69,  XPOS:  95.26,   UFeats:  94.39,   AllTags:  91.28,  Lemmas:  96.23,   UAS:  88.78,  LAS:  85.02,  CLAS:  81.91,  MLAS:  74.67,  BLEX:  78.34

udpipe2/models-2.6/EVALUATION-server.txt

@@ -0,0 +1,198 @@
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+scottish_gaelic-arcosg-ud-2.6-200830 raw_text Tokens:99.58 Sentences:55.57 Words:99.58 UPOS:93.63 XPOS:87.07 UFeats:89.78 AllTags:85.43 Lemmas:95.41 UAS:77.66 LAS:71.86 CLAS:63.44 MLAS:55.15 BLEX:60.51
+scottish_gaelic-arcosg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.26 XPOS:87.84 UFeats:90.23 AllTags:86.30 Lemmas:95.85 UAS:83.77 LAS:77.61 CLAS:71.81 MLAS:62.05 BLEX:68.26
+serbian-set-ud-2.6-200830 raw_text Tokens:99.99 Sentences:93.00 Words:99.99 UPOS:98.98 XPOS:95.75 UFeats:95.92 AllTags:95.35 Lemmas:97.82 UAS:93.66 LAS:91.18 CLAS:89.44 MLAS:83.18 BLEX:86.80
+serbian-set-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.01 XPOS:95.78 UFeats:95.94 AllTags:95.39 Lemmas:97.83 UAS:94.33 LAS:91.82 CLAS:90.14 MLAS:83.84 BLEX:87.45
+slovak-snk-ud-2.6-200830 raw_text Tokens:100.00 Sentences:85.28 Words:100.00 UPOS:97.19 XPOS:87.79 UFeats:92.66 AllTags:86.71 Lemmas:96.52 UAS:91.71 LAS:89.60 CLAS:88.45 MLAS:78.75 BLEX:84.54
+slovak-snk-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.30 XPOS:88.06 UFeats:92.84 AllTags:86.98 Lemmas:96.60 UAS:93.68 LAS:91.57 CLAS:90.57 MLAS:80.55 BLEX:86.59
+slovenian-ssj-ud-2.6-200830 raw_text Tokens:97.99 Sentences:67.98 Words:97.99 UPOS:96.93 XPOS:94.35 UFeats:94.56 AllTags:93.95 Lemmas:96.59 UAS:88.09 LAS:86.65 CLAS:85.10 MLAS:80.90 BLEX:83.58
+slovenian-ssj-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.86 XPOS:96.44 UFeats:96.69 AllTags:96.01 Lemmas:98.54 UAS:94.41 LAS:92.96 CLAS:90.98 MLAS:86.68 BLEX:89.30
+slovenian-sst-ud-2.6-200830 raw_text Tokens:99.85 Sentences:23.14 Words:99.85 UPOS:94.70 XPOS:92.70 UFeats:92.52 AllTags:89.74 Lemmas:97.14 UAS:64.23 LAS:59.57 CLAS:54.25 MLAS:49.25 BLEX:52.95
+slovenian-sst-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.71 XPOS:93.11 UFeats:92.94 AllTags:90.90 Lemmas:97.46 UAS:77.81 LAS:72.24 CLAS:68.73 MLAS:62.71 BLEX:67.18
+spanish-ancora-ud-2.6-200830 raw_text Tokens:99.97 Sentences:98.32 Words:99.95 UPOS:99.09 XPOS:99.02 UFeats:98.87 AllTags:98.33 Lemmas:99.36 UAS:93.62 LAS:91.78 CLAS:88.75 MLAS:86.82 BLEX:88.06
+spanish-ancora-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.14 XPOS:99.06 UFeats:98.91 AllTags:98.37 Lemmas:99.40 UAS:93.83 LAS:91.97 CLAS:88.94 MLAS:87.01 BLEX:88.24
+spanish-gsd-ud-2.6-200830 raw_text Tokens:99.94 Sentences:94.54 Words:99.76 UPOS:97.17 XPOS:99.76 UFeats:97.05 AllTags:95.32 Lemmas:98.80 UAS:92.00 LAS:89.70 CLAS:85.92 MLAS:79.23 BLEX:84.49
+spanish-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.40 XPOS:100.00 UFeats:97.27 AllTags:95.54 Lemmas:99.02 UAS:92.73 LAS:90.38 CLAS:86.59 MLAS:79.93 BLEX:85.13
+swedish-talbanken-ud-2.6-200830 raw_text Tokens:99.89 Sentences:96.13 Words:99.89 UPOS:98.41 XPOS:97.26 UFeats:97.33 AllTags:96.46 Lemmas:98.19 UAS:91.99 LAS:89.68 CLAS:87.79 MLAS:83.63 BLEX:85.82
+swedish-talbanken-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.51 XPOS:97.38 UFeats:97.44 AllTags:96.57 Lemmas:98.30 UAS:92.46 LAS:90.14 CLAS:88.33 MLAS:84.12 BLEX:86.33
+swedish-lines-ud-2.6-200830 raw_text Tokens:99.96 Sentences:87.20 Words:99.96 UPOS:97.71 XPOS:95.47 UFeats:90.89 AllTags:88.10 Lemmas:97.76 UAS:89.14 LAS:85.80 CLAS:84.20 MLAS:71.44 BLEX:81.67
+swedish-lines-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.75 XPOS:95.48 UFeats:90.91 AllTags:88.09 Lemmas:97.79 UAS:89.91 LAS:86.52 CLAS:85.06 MLAS:72.13 BLEX:82.48
+tamil-ttb-ud-2.6-200830 raw_text Tokens:99.16 Sentences:97.52 Words:94.51 UPOS:88.39 XPOS:82.92 UFeats:85.30 AllTags:82.11 Lemmas:89.15 UAS:70.28 LAS:64.91 CLAS:62.61 MLAS:54.93 BLEX:58.46
+tamil-ttb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.36 XPOS:87.28 UFeats:90.10 AllTags:86.22 Lemmas:93.97 UAS:78.03 LAS:71.79 CLAS:69.86 MLAS:61.09 BLEX:64.80
+telugu-mtg-ud-2.6-200830 raw_text Tokens:99.58 Sentences:96.62 Words:99.58 UPOS:93.63 XPOS:93.63 UFeats:98.48 AllTags:93.63 Lemmas:99.58 UAS:90.17 LAS:83.52 CLAS:79.62 MLAS:76.00 BLEX:79.62
+telugu-mtg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.04 XPOS:94.04 UFeats:98.89 AllTags:94.04 Lemmas:100.00 UAS:91.12 LAS:84.47 CLAS:80.46 MLAS:76.84 BLEX:80.46
+turkish-imst-ud-2.6-200830 raw_text Tokens:99.92 Sentences:96.97 Words:98.30 UPOS:94.48 XPOS:93.69 UFeats:92.06 AllTags:89.95 Lemmas:94.41 UAS:72.63 LAS:66.80 CLAS:64.23 MLAS:58.31 BLEX:61.57
+turkish-imst-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.10 XPOS:95.32 UFeats:93.66 AllTags:91.50 Lemmas:96.00 UAS:76.10 LAS:69.93 CLAS:66.52 MLAS:60.33 BLEX:63.83
+ukrainian-iu-ud-2.6-200830 raw_text Tokens:99.85 Sentences:96.61 Words:99.81 UPOS:97.89 XPOS:94.22 UFeats:94.18 AllTags:93.13 Lemmas:97.39 UAS:90.59 LAS:88.24 CLAS:85.80 MLAS:78.76 BLEX:83.19
+ukrainian-iu-ud-2.6-200830 gold_tok
+urdu-udtb-ud-2.6-200830 raw_text Tokens:100.00 Sentences:98.31 Words:100.00 UPOS:94.10 XPOS:92.27 UFeats:82.89 AllTags:78.41 Lemmas:97.38 UAS:88.27 LAS:82.63 CLAS:77.08 MLAS:56.79 BLEX:74.77
+urdu-udtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.08 XPOS:92.26 UFeats:82.92 AllTags:78.43 Lemmas:97.39 UAS:88.37 LAS:82.74 CLAS:77.23 MLAS:56.90 BLEX:74.92
+uyghur-udt-ud-2.6-200830 raw_text Tokens:99.54 Sentences:81.81 Words:99.54 UPOS:89.24 XPOS:91.70 UFeats:88.47 AllTags:80.04 Lemmas:94.76 UAS:76.58 LAS:64.72 CLAS:58.72 MLAS:46.67 BLEX:55.08
+uyghur-udt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:89.67 XPOS:92.21 UFeats:88.92 AllTags:80.47 Lemmas:95.27 UAS:78.39 LAS:66.27 CLAS:59.89 MLAS:47.53 BLEX:56.23
+vietnamese-vtb-ud-2.6-200830 raw_text Tokens:85.37 Sentences:93.46 Words:85.37 UPOS:78.19 XPOS:76.69 UFeats:85.11 AllTags:76.53 Lemmas:85.15 UAS:52.80 LAS:47.90 CLAS:44.48 MLAS:41.56 BLEX:44.31
+vietnamese-vtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.56 XPOS:88.69 UFeats:99.72 AllTags:88.47 Lemmas:99.58 UAS:72.63 LAS:65.26 CLAS:62.90 MLAS:58.85 BLEX:62.42
+welsh-ccg-ud-2.6-200830 raw_text Tokens:99.74 Sentences:96.28 Words:99.42 UPOS:94.02 XPOS:92.96 UFeats:89.04 AllTags:86.39 Lemmas:92.88 UAS:85.79 LAS:79.16 CLAS:73.74 MLAS:60.98 BLEX:66.81
+welsh-ccg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.54 XPOS:93.51 UFeats:89.52 AllTags:86.83 Lemmas:93.46 UAS:87.04 LAS:80.35 CLAS:75.03 MLAS:62.14 BLEX:68.05
+wolof-wtb-ud-2.6-200830 raw_text Tokens:99.96 Sentences:91.95 Words:99.23 UPOS:94.25 XPOS:94.12 UFeats:93.37 AllTags:91.19 Lemmas:95.22 UAS:83.79 LAS:78.59 CLAS:73.45 MLAS:66.50 BLEX:70.09
+wolof-wtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.19 XPOS:95.03 UFeats:94.22 AllTags:92.10 Lemmas:95.97 UAS:85.98 LAS:80.75 CLAS:75.60 MLAS:68.61 BLEX:72.08

udpipe2/models-2.6/eval_all.sh

@@ -0,0 +1,13 @@
+#!/bin/sh
+
+sh models_list.sh | while read names path treebank ack; do
+  model=${names%%:*}
+  for mode in "raw_text" "gold_tok"; do
+    conllu=../ud-2.6/$treebank/$treebank-ud-test.conllu
+    case $mode in
+      raw_text) txt=${conllu%.conllu}.txt;;
+      *) txt=;
+    esac
+    echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu $txt | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
+  done
+done

udpipe2/models-2.6/eval_has_feature.sh

@@ -0,0 +1,14 @@
+#!/bin/sh
+
+for d in ../ud-2.6/*/; do
+  case $d in
+    *_all/) continue;;
+  esac
+
+  has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  [ $has_xpos = 0 ] && echo $d: no XPOS
+  [ $has_feats = 0 ] && echo $d: no UFeats
+  [ $has_lemmas = 0 ] && echo $d: no Lemmas
+done

udpipe2/models-2.6/models_copy.sh

@@ -0,0 +1,16 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo Usage $0 datadir >&2; exit 1; }
+data="$1"; shift
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  lang=${treebank%%_*}
+  if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-200830.model
+    ln -fsn ${lang}_all-$data-200830.model $treebank-$data-200830.model
+  else
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-200830.model
+  fi
+done

udpipe2/models-2.6/models_list.sh

@@ -0,0 +1,105 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_26_models'
+
+cat <<EOF
+afrikaans-afribooms-ud-2.6-200830:af_afribooms-ud-2.6-200830:af:afr      models-2.6/af_afribooms-ud-2.6-200830.model     af_afribooms     $ack
+ancient_greek-perseus-ud-2.6-200830:grc_perseus-ud-2.6-200830:grc        models-2.6/grc_all-ud-2.6-200830.model          grc_perseus      $ack
+ancient_greek-proiel-ud-2.6-200830:grc_proiel-ud-2.6-200830              models-2.6/grc_all-ud-2.6-200830.model          grc_proiel       $ack
+arabic-padt-ud-2.6-200830:ar_padt-ud-2.6-200830:ar:ara                   models-2.6/ar_padt-ud-2.6-200830.model          ar_padt          $ack
+armenian-armtdp-ud-2.6-200830:hy_armtdp-ud-2.6-200830:hy:hye:arm         models-2.6/hy_armtdp-ud-2.6-200830.model        hy_armtdp        $ack
+basque-bdt-ud-2.6-200830:eu_bdt-ud-2.6-200830:eu:eus                     models-2.6/eu_bdt-ud-2.6-200830.model           eu_bdt           $ack
+belarusian-hse-ud-2.6-200830:be_hse-ud-2.6-200830:be:bel                 models-2.6/be_hse-ud-2.6-200830.model           be_hse           $ack
+bulgarian-btb-ud-2.6-200830:bg_btb-ud-2.6-200830:bg:bul                  models-2.6/bg_btb-ud-2.6-200830.model           bg_btb           $ack
+catalan-ancora-ud-2.6-200830:ca_ancora-ud-2.6-200830:ca:cat              models-2.6/ca_ancora-ud-2.6-200830.model        ca_ancora        $ack
+chinese-gsdsimp-ud-2.6-200830:zh_gsdsimp-ud-2.6-200830:zh:zho:chi        models-2.6/zh_gsdsimp-ud-2.6-200830.model       zh_gsdsimp       $ack
+chinese-gsd-ud-2.6-200830:zh_gsd-ud-2.6-200830                           models-2.6/zh_gsd-ud-2.6-200830.model           zh_gsd           $ack
+classical_chinese-kyoto-ud-2.6-200830:lzh_kyoto-ud-2.6-200830:lzh        models-2.6/lzh_kyoto-ud-2.6-200830.model        lzh_kyoto        $ack
+coptic-scriptorium-ud-2.6-200830:cop_scriptorium-ud-2.6-200830:cop       models-2.6/cop_scriptorium-ud-2.6-200830.model  cop_scriptorium  $ack
+croatian-set-ud-2.6-200830:hr_set-ud-2.6-200830:hr:hrv                   models-2.6/hr_set-ud-2.6-200830.model           hr_set           $ack
+czech-pdt-ud-2.6-200830:cs_pdt-ud-2.6-200830:cs:ces:cze                  models-2.6/cs_all-ud-2.6-200830.model           cs_pdt           $ack
+czech-cac-ud-2.6-200830:cs_cac-ud-2.6-200830                             models-2.6/cs_all-ud-2.6-200830.model           cs_cac           $ack
+czech-fictree-ud-2.6-200830:cs_fictree-ud-2.6-200830                     models-2.6/cs_all-ud-2.6-200830.model           cs_fictree       $ack
+czech-cltt-ud-2.6-200830:cs_cltt-ud-2.6-200830                           models-2.6/cs_all-ud-2.6-200830.model           cs_cltt          $ack
+danish-ddt-ud-2.6-200830:da_ddt-ud-2.6-200830:da:dan                     models-2.6/da_ddt-ud-2.6-200830.model           da_ddt           $ack
+dutch-alpino-ud-2.6-200830:nl_alpino-ud-2.6-200830:nl:nld:dut            models-2.6/nl_all-ud-2.6-200830.model           nl_alpino        $ack
+dutch-lassysmall-ud-2.6-200830:nl_lassysmall-ud-2.6-200830               models-2.6/nl_all-ud-2.6-200830.model           nl_lassysmall    $ack
+english-ewt-ud-2.6-200830:en_ewt-ud-2.6-200830:en:eng                    models-2.6/en_all-ud-2.6-200830.model           en_ewt           $ack
+english-gum-ud-2.6-200830:en_gum-ud-2.6-200830                           models-2.6/en_all-ud-2.6-200830.model           en_gum           $ack
+english-lines-ud-2.6-200830:en_lines-ud-2.6-200830                       models-2.6/en_all-ud-2.6-200830.model           en_lines         $ack
+english-partut-ud-2.6-200830:en_partut-ud-2.6-200830                     models-2.6/en_all-ud-2.6-200830.model           en_partut        $ack
+estonian-edt-ud-2.6-200830:et_edt-ud-2.6-200830:et:est                   models-2.6/et_all-ud-2.6-200830.model           et_edt           $ack
+estonian-ewt-ud-2.6-200830:et_ewt-ud-2.6-200830                          models-2.6/et_all-ud-2.6-200830.model           et_ewt           $ack
+finnish-tdt-ud-2.6-200830:fi_tdt-ud-2.6-200830:fi:fin                    models-2.6/fi_all-ud-2.6-200830.model           fi_tdt           $ack
+finnish-ftb-ud-2.6-200830:fi_ftb-ud-2.6-200830                           models-2.6/fi_all-ud-2.6-200830.model           fi_ftb           $ack
+french-gsd-ud-2.6-200830:fr_gsd-ud-2.6-200830:fr:fra:fre                 models-2.6/fr_all-ud-2.6-200830.model           fr_gsd           $ack
+french-sequoia-ud-2.6-200830:fr_sequoia-ud-2.6-200830                    models-2.6/fr_all-ud-2.6-200830.model           fr_sequoia       $ack
+french-partut-ud-2.6-200830:fr_partut-ud-2.6-200830                      models-2.6/fr_all-ud-2.6-200830.model           fr_partut        $ack
+french-spoken-ud-2.6-200830:fr_spoken-ud-2.6-200830                      models-2.6/fr_all-ud-2.6-200830.model           fr_spoken        $ack
+galician-ctg-ud-2.6-200830:gl_ctg-ud-2.6-200830:gl:glg                   models-2.6/gl_all-ud-2.6-200830.model           gl_ctg           $ack
+galician-treegal-ud-2.6-200830:gl_treegal-ud-2.6-200830                  models-2.6/gl_all-ud-2.6-200830.model           gl_treegal       $ack
+german-hdt-ud-2.6-200830:de_hdt-ud-2.6-200830:de:deu:ger                 models-2.6/de_all-ud-2.6-200830.model           de_hdt           $ack
+german-gsd-ud-2.6-200830:de_gsd-ud-2.6-200830                            models-2.6/de_all-ud-2.6-200830.model           de_gsd           $ack
+gothic-proiel-ud-2.6-200830:got_proiel-ud-2.6-200830:got                 models-2.6/got_proiel-ud-2.6-200830.model       got_proiel       $ack
+greek-gdt-ud-2.6-200830:el_gdt-ud-2.6-200830:el:ell:gre                  models-2.6/el_gdt-ud-2.6-200830.model           el_gdt           $ack
+hebrew-htb-ud-2.6-200830:he_htb-ud-2.6-200830:he:heb                     models-2.6/he_htb-ud-2.6-200830.model           he_htb           $ack
+hindi-hdtb-ud-2.6-200830:hi_hdtb-ud-2.6-200830:hi:hin                    models-2.6/hi_hdtb-ud-2.6-200830.model          hi_hdtb          $ack
+hungarian-szeged-ud-2.6-200830:hu_szeged-ud-2.6-200830:hu:hun            models-2.6/hu_szeged-ud-2.6-200830.model        hu_szeged        $ack
+indonesian-gsd-ud-2.6-200830:id_gsd-ud-2.6-200830:id:ind                 models-2.6/id_gsd-ud-2.6-200830.model           id_gsd           $ack
+irish-idt-ud-2.6-200830:ga_idt-ud-2.6-200830:ga:gle                      models-2.6/ga_idt-ud-2.6-200830.model           ga_idt           $ack
+italian-isdt-ud-2.6-200830:it_isdt-ud-2.6-200830:it:ita                  models-2.6/it_all-ud-2.6-200830.model           it_isdt          $ack
+italian-partut-ud-2.6-200830:it_partut-ud-2.6-200830                     models-2.6/it_all-ud-2.6-200830.model           it_partut        $ack
+italian-postwita-ud-2.6-200830:it_postwita-ud-2.6-200830                 models-2.6/it_all-ud-2.6-200830.model           it_postwita      $ack
+italian-twittiro-ud-2.6-200830:it_twittiro-ud-2.6-200830                 models-2.6/it_all-ud-2.6-200830.model           it_twittiro      $ack
+italian-vit-ud-2.6-200830:it_vit-ud-2.6-200830                           models-2.6/it_all-ud-2.6-200830.model           it_vit           $ack
+japanese-gsd-ud-2.6-200830:ja_gsd-ud-2.6-200830:ja:jpn                   models-2.6/ja_gsd-ud-2.6-200830.model           ja_gsd           $ack
+korean-kaist-ud-2.6-200830:ko_kaist-ud-2.6-200830:ko:kor                 models-2.6/ko_all-ud-2.6-200830.model           ko_kaist         $ack
+korean-gsd-ud-2.6-200830:ko_gsd-ud-2.6-200830                            models-2.6/ko_all-ud-2.6-200830.model           ko_gsd           $ack
+latin-ittb-ud-2.6-200830:la_ittb-ud-2.6-200830:la:lat                    models-2.6/la_ittb-ud-2.6-200830.model          la_ittb          $ack
+latin-llct-ud-2.6-200830:la_llct-ud-2.6-200830                           models-2.6/la_all-ud-2.6-200830.model           la_llct          $ack
+latin-proiel-ud-2.6-200830:la_proiel-ud-2.6-200830                       models-2.6/la_proiel-ud-2.6-200830.model        la_proiel        $ack
+latin-perseus-ud-2.6-200830:la_perseus-ud-2.6-200830                     models-2.6/la_all-ud-2.6-200830.model           la_perseus       $ack
+latvian-lvtb-ud-2.6-200830:lv_lvtb-ud-2.6-200830:lv:lav                  models-2.6/lv_lvtb-ud-2.6-200830.model          lv_lvtb          $ack
+lithuanian-alksnis-ud-2.6-200830:lt_alksnis-ud-2.6-200830:lt:lit         models-2.6/lt_all-ud-2.6-200830.model           lt_alksnis       $ack
+lithuanian-hse-ud-2.6-200830:lt_hse-ud-2.6-200830                        models-2.6/lt_all-ud-2.6-200830.model           lt_hse           $ack
+maltese-mudt-ud-2.6-200830:mt_mudt-ud-2.6-200830:mt:mlt                  models-2.6/mt_mudt-ud-2.6-200830.model          mt_mudt          $ack
+marathi-ufal-ud-2.6-200830:mr_ufal-ud-2.6-200830:mr:mar                  models-2.6/mr_ufal-ud-2.6-200830.model          mr_ufal          $ack
+naija-nsc-ud-2.6-200830:pcm_nsc-ud-2.6-200830:pcm                        models-2.6/pcm_nsc-ud-2.6-200830.model          pcm_nsc          $ack
+north_sami-giella-ud-2.6-200830:sme_giella-ud-2.6-200830:se:sme          models-2.6/sme_giella-ud-2.6-200830.model       sme_giella       $ack
+norwegian-bokmaal-ud-2.6-200830:no_bokmaal-ud-2.6-200830:nb:nob          models-2.6/no_all-ud-2.6-200830.model           no_bokmaal       $ack
+norwegian-nynorsk-ud-2.6-200830:no_nynorsk-ud-2.6-200830:nn:nno          models-2.6/no_all-ud-2.6-200830.model           no_nynorsk       $ack
+norwegian-nynorsklia-ud-2.6-200830:no_nynorsklia-ud-2.6-200830           models-2.6/no_all-ud-2.6-200830.model           no_nynorsklia    $ack
+old_church_slavonic-proiel-ud-2.6-200830:cu_proiel-ud-2.6-200830:cu:chu  models-2.6/cu_proiel-ud-2.6-200830.model        cu_proiel        $ack
+old_french-srcmf-ud-2.6-200830:fro_srcmf-ud-2.6-200830:fro               models-2.6/fro_srcmf-ud-2.6-200830.model        fro_srcmf        $ack
+old_russian-torot-ud-2.6-200830:orv_torot-ud-2.6-200830:orv              models-2.6/orv_all-ud-2.6-200830.model          orv_torot        $ack
+old_russian-rnc-ud-2.6-200830:orv_rnc-ud-2.6-200830                      models-2.6/orv_all-ud-2.6-200830.model          orv_rnc          $ack
+persian-seraji-ud-2.6-200830:fa_seraji-ud-2.6-200830:fa:fas:per          models-2.6/fa_seraji-ud-2.6-200830.model        fa_seraji        $ack
+polish-pdb-ud-2.6-200830:pl_pdb-ud-2.6-200830:pl:pol                     models-2.6/pl_all-ud-2.6-200830.model           pl_pdb           $ack
+polish-lfg-ud-2.6-200830:pl_lfg-ud-2.6-200830                            models-2.6/pl_all-ud-2.6-200830.model           pl_lfg           $ack
+portuguese-gsd-ud-2.6-200830:pt_gsd-ud-2.6-200830:pt:por                 models-2.6/pt_all-ud-2.6-200830.model           pt_gsd           $ack
+portuguese-bosque-ud-2.6-200830:pt_bosque-ud-2.6-200830                  models-2.6/pt_all-ud-2.6-200830.model           pt_bosque        $ack
+romanian-rrt-ud-2.6-200830:ro_rrt-ud-2.6-200830:ro:ron:rum               models-2.6/ro_all-ud-2.6-200830.model           ro_rrt           $ack
+romanian-nonstandard-ud-2.6-200830:ro_nonstandard-ud-2.6-200830          models-2.6/ro_all-ud-2.6-200830.model           ro_nonstandard   $ack
+russian-syntagrus-ud-2.6-200830:ru_syntagrus-ud-2.6-200830:ru:rus        models-2.6/ru_all-ud-2.6-200830.model           ru_syntagrus     $ack
+russian-gsd-ud-2.6-200830:ru_gsd-ud-2.6-200830                           models-2.6/ru_all-ud-2.6-200830.model           ru_gsd           $ack
+russian-taiga-ud-2.6-200830:ru_taiga-ud-2.6-200830                       models-2.6/ru_all-ud-2.6-200830.model           ru_taiga         $ack
+sanskrit-vedic-ud-2.6-200830:sa_vedic-ud-2.6-200830:sa:vsn               models-2.6/sa_vedic-ud-2.6-200830.model         sa_vedic         $ack
+scottish_gaelic-arcosg-ud-2.6-200830:gd_arcosg-ud-2.6-200830:gd:gla      models-2.6/gd_arcosg-ud-2.6-200830.model        gd_arcosg        $ack
+serbian-set-ud-2.6-200830:sr_set-ud-2.6-200830:sr:srp                    models-2.6/sr_set-ud-2.6-200830.model           sr_set           $ack
+slovak-snk-ud-2.6-200830:sk_snk-ud-2.6-200830:sk:slk:slo                 models-2.6/sk_snk-ud-2.6-200830.model           sk_snk           $ack
+slovenian-ssj-ud-2.6-200830:sl_ssj-ud-2.6-200830:sl:slv                  models-2.6/sl_all-ud-2.6-200830.model           sl_ssj           $ack
+slovenian-sst-ud-2.6-200830:sl_sst-ud-2.6-200830                         models-2.6/sl_all-ud-2.6-200830.model           sl_sst           $ack
+spanish-ancora-ud-2.6-200830:es_ancora-ud-2.6-200830:es:spa              models-2.6/es_all-ud-2.6-200830.model           es_ancora        $ack
+spanish-gsd-ud-2.6-200830:es_gsd-ud-2.6-200830                           models-2.6/es_all-ud-2.6-200830.model           es_gsd           $ack
+swedish-talbanken-ud-2.6-200830:sv_talbanken-ud-2.6-200830:sv:swe        models-2.6/sv_all-ud-2.6-200830.model           sv_talbanken     $ack
+swedish-lines-ud-2.6-200830:sv_lines-ud-2.6-200830                       models-2.6/sv_all-ud-2.6-200830.model           sv_lines         $ack
+tamil-ttb-ud-2.6-200830:ta_ttb-ud-2.6-200830:ta:tam                      models-2.6/ta_ttb-ud-2.6-200830.model           ta_ttb           $ack
+telugu-mtg-ud-2.6-200830:te_mtg-ud-2.6-200830:te:tel                     models-2.6/te_mtg-ud-2.6-200830.model           te_mtg           $ack
+turkish-imst-ud-2.6-200830:tr_imst-ud-2.6-200830:tr:tur                  models-2.6/tr_imst-ud-2.6-200830.model          tr_imst          $ack
+ukrainian-iu-ud-2.6-200830:uk_iu-ud-2.6-200830:uk:ukr                    models-2.6/uk_iu-ud-2.6-200830.model            uk_iu            $ack
+urdu-udtb-ud-2.6-200830:ur_udtb-ud-2.6-200830:ur:urd                     models-2.6/ur_udtb-ud-2.6-200830.model          ur_udtb          $ack
+uyghur-udt-ud-2.6-200830:ug_udt-ud-2.6-200830:ug:uig                     models-2.6/ug_udt-ud-2.6-200830.model           ug_udt           $ack
+vietnamese-vtb-ud-2.6-200830:vi_vtb-ud-2.6-200830:vi:vie                 models-2.6/vi_vtb-ud-2.6-200830.model           vi_vtb           $ack
+welsh-ccg-ud-2.6-200830:cy_ccg-ud-2.6-200830:cy:wel:cym                  models-2.6/cy_ccg-ud-2.6-200830.model           cy_ccg           $ack
+wolof-wtb-ud-2.6-200830:wo_wtb-ud-2.6-200830:wo:wol:wof                  models-2.6/wo_wtb-ud-2.6-200830.model           wo_wtb           $ack
+EOF

udpipe2/models-2.6/models_non_shared.txt

@@ -0,0 +1,5 @@
+la_evalatin20
+la_ittb
+la_proiel
+zh_gsd
+zh_gsdsimp

udpipe2/models-2.6/running_times.txt

@@ -0,0 +1,44 @@
+shared RNN layers - tasks-specific RNN layers - RNN dim - CLE dim.
+Time is seconds for predicting fictree train.
+Columns are 1 thread, 4 threads, 16 threads.
+
+new-0-1-385-1      202.9    80.7     62.4
+new-0-1-385-256    236.3    92.8     70.5
+new-0-1-512-1      279.4    110.8    82.9
+new-0-1-512-256    344.5    122.1    88.8
+new-1-0-385-1      94.2     36.0     39.3
+new-1-0-385-256    127.9    47.8     36.2
+new-1-0-512-1      132.0    50.3     36.4
+new-1-0-512-256    165.2    69.2     44.9
+new-1-1-385-1      175.1    64.8     51.5
+new-1-1-385-256    233.8    81.5     60.1
+new-1-1-512-1      264.5    103.1    75.4
+new-1-1-512-256    293.3    115.6    86.0
+new-2-0-385-1      132.3    51.6     39.8
+new-2-0-385-256    168.0    63.5     48.9
+new-2-0-512-1      202.1    79.6     59.9
+new-2-0-512-256    230.4    90.7     68.8
+new-2-1-385-1      213.3    81.6     65.7
+new-2-1-385-256    247.4    94.6     74.1
+new-2-1-512-1      324.8    131.0    97.3
+new-2-1-512-256    363.5    137.3    106.6
+ori-0-1-385-1      234.2    99.5     73.5
+ori-0-1-385-256    272.6    110.5    82.2
+ori-0-1-512-1      316.6    133.5    97.5
+ori-0-1-512-256    342.6    145.1    103.5
+ori-1-0-385-1      134.0    54.7     40.8
+ori-1-0-385-256    165.9    66.9     68.5
+ori-1-0-512-1      172.0    71.7     51.7
+ori-1-0-512-256    212.8    84.0     60.5
+ori-1-1-385-1      233.5    120.6    65.7
+ori-1-1-385-256    245.1    96.1     73.0
+ori-1-1-512-1      302.5    126.0    90.7
+ori-1-1-512-256    336.7    137.1    99.4
+ori-2-0-385-1      208.2    70.6     55.6
+ori-2-0-385-256    204.3    81.8     62.2
+ori-2-0-512-1      242.0    96.6     73.3
+ori-2-0-512-256    274.9    111.1    81.7
+ori-2-1-385-1      245.1    104.1    80.3
+ori-2-1-385-256    287.6    111.3    85.9
+ori-2-1-512-1      372.1    146.4    114.2
+ori-2-1-512-256    397.1    163.5    120.9

udpipe2/models-evalatin20/la_evalatin20_tokenizer/.gitignore

@@ -0,0 +1,3 @@
+/la_evalatin20/
+/udpipe
+/train_all*cmds*

udpipe2/models-evalatin20/la_evalatin20_tokenizer/eval_all.sh

@@ -0,0 +1,36 @@
+#!/bin/bash
+
+for d in ${@:-*/}; do
+  l=`basename "$d"`
+
+  for f in $l/*.dev; do
+    [ -f "$f" ] || continue
+    base=${f%.dev}
+    [ -s "$base.model" ] || continue
+    echo -n "$l "
+    perl -ne '
+      sub extract_from_log() {
+        if ($ARGV =~ /^(.*).dev$/) {
+          open (my $f, "<", "$1.log");
+          my @s;
+          while (<$f>) {
+            /Epoch (\d+).*heldout tokens: (\S+), sentences: (\S+)/ and $s[$1] = "$2 $3 ";
+            /Choosing parameters from epoch (\d+)/ and print $s[$1];
+          }
+          close $f;
+        } else {
+          print "0P/0R/0 0P/0R/0 ";
+        }
+      }
+      #extract_from_log();
+
+      #/No SpaceAfter/ && extract_from_log();
+      #/multiwords/ && next;
+      /^Tokenizer (?:words|sentences).*precision: ([0-9.]*%).*recall: ([0-9.]*%).*f1: ([0-9.]*%)/ && print "$1P/$2R/$3 ";
+      #/ sentences/ && extract_from_log();
+    ' $base.dev $base.test
+    echo $base
+#  done | sort -srV -t/ -k5
+  done | perl -aF'/[\s\/]/' -ne 'push @l,$_; $l{$_}=2*$F[3]+$F[6];END{foreach (sort {$l{$b}<=>$l{$a}} @l) {print}}'
+  echo
+done | perl -pe 's/(\d+\.\d+)%/sprintf "%.2f", $1/ge' | column -te | less -S

udpipe2/models-evalatin20/la_evalatin20_tokenizer/train.sh

@@ -0,0 +1,17 @@
+#!/bin/bash
+
+set -e
+
+lang="$1"; shift
+id="$1"; shift
+args="$1"; shift
+
+mkdir -p $lang
+exec >$lang/$id.log; exec 2>&1
+echo "$args" >$lang/$id.cmd
+
+./udpipe --train --tokenizer="$args" --tagger=none --parser=none --heldout=../ud-2.6/$lang/$lang-dev.conllu $lang/$id.model ../ud-2.6/$lang/$lang-train.conllu
+./udpipe --accuracy --tokenize "$lang/$id.model" <../ud-2.6/$lang/$lang-dev.conllu >"$lang/$id.dev"
+./udpipe --accuracy --tokenize "$lang/$id.model" <../ud-2.6/$lang/$lang-test.conllu >"$lang/$id.test"
+
+echo Done

udpipe2/models-evalatin20/la_evalatin20_tokenizer/train_all.sh

@@ -0,0 +1,31 @@
+#!/bin/bash
+
+[ -x udpipe ] || { echo Missing udpipe >&2; exit 1; }
+
+index=1
+while [ -f train_all_$index.cmds ]; do
+  index=`expr $index + 1`
+done
+cmd_file=train_all_$index.cmds
+
+>$cmd_file
+for d in ${@:-la_evalatin20}; do
+  lang=`basename "$d"`
+  for args in dimension={24,64}\;epochs=100\;segment_size={50,200}\;initialization_range={0.2,0.1}\;batch_size=50\;learning_rate={0.01,0.005,0.002}\;learning_rate_final={0,0.001}\;dropout={0.1,0.2,0.3}\;early_stopping=1; do
+    id="${args// /_}"
+    id="${id//\//_}"
+    id="${id//,/-}"
+    id="${id//;/-}"
+    id="${id//:/}"
+    id="${id//dimension/dim}"
+    id="${id//batch_size/bs}"
+    id="${id//learning_rate_final/lf}"
+    id="${id//learning_rate/l}"
+    id="${id//dropout/d}"
+
+    echo ./train.sh $lang "$id" "$args" >>$cmd_file
+  done
+done
+
+tasks=$(wc -l <$cmd_file)
+echo qsub -q ${Q:-cpu-troja.q@*} $SGE_ARGS -cwd -b y -o $cmd_file.log -j y -t 1-$tasks -tc ${SGE_CONCURRENT:-400} arrayjob_runner $cmd_file

udpipe2/models-evalatin20/models_list.sh

@@ -0,0 +1,7 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#evalatin20_models'
+
+cat <<EOF
+latin-evalatin20-200830:la_evalatin20-200830                             models-2.6/la_evalatin20-200830.model           la_evalatin20    $ack
+EOF

udpipe2/models-pdtc1.0/EVALUATION.txt

@@ -0,0 +1,10 @@
+pdt-a raw_text Tokens:99.94 Sentences:88.49 Words:99.94 UPOS:99.94 XPOS:98.74 UFeats:99.94 AllTags:98.74 Lemmas:99.16 LemmasEM:98.97 UAS:93.45 LAS:90.32 CLAS:0.00 MLAS:0.00 BLEX:0.00
+pdt-a gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.81 UFeats:100.00 AllTags:98.81 Lemmas:99.23 LemmasEM:99.03 UAS:94.41 LAS:91.48 CLAS:0.00 MLAS:0.00 BLEX:0.00
+pdt-m raw_text Tokens:99.91 Sentences:88.00 Words:99.91 UPOS:99.91 XPOS:98.69 UFeats:99.91 AllTags:98.69 Lemmas:99.10 LemmasEM:98.86 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
+pdt-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.78 UFeats:100.00 AllTags:98.78 Lemmas:99.19 LemmasEM:98.96 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
+pcedt-m raw_text Tokens:99.97 Sentences:94.06 Words:99.97 UPOS:99.97 XPOS:98.77 UFeats:99.97 AllTags:98.77 Lemmas:99.36 LemmasEM:98.75 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
+pcedt-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.80 UFeats:100.00 AllTags:98.80 Lemmas:99.40 LemmasEM:98.78 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
+pdtsc-m raw_text Tokens:100.00 Sentences:98.31 Words:100.00 UPOS:100.00 XPOS:98.77 UFeats:100.00 AllTags:98.77 Lemmas:99.23 LemmasEM:99.16 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
+pdtsc-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.77 UFeats:100.00 AllTags:98.77 Lemmas:99.23 LemmasEM:99.16 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
+faust-m raw_text Tokens:100.00 Sentences:10.98 Words:100.00 UPOS:100.00 XPOS:97.05 UFeats:100.00 AllTags:97.05 Lemmas:98.88 LemmasEM:98.43 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
+faust-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:97.42 UFeats:100.00 AllTags:97.42 Lemmas:98.78 LemmasEM:98.30 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00

udpipe2/models-pdtc1.0/evaluation.sh

@@ -0,0 +1,25 @@
+#!/bin/bash
+
+[ $# -ge 1 ] || { echo "Usage $0 server" >&2; exit 1; }
+server="$1"
+
+for dataset in pdt-a pdt-m pcedt-m pdtsc-m faust-m; do
+  gold=../pdtc-1.0/pdtc-1.0-$dataset/pdtc-1.0-$dataset-test.conllu
+  [ -f ${gold%.conllu}.paragraphs.conllu ] && gold=${gold%.conllu}.paragraphs.conllu
+  for mode in raw_text gold_tok; do
+    case $mode in
+      raw_text) perl ../ud-2.12/conllu_to_text.pl $gold >tmp.txt; data="-F data=@tmp.txt -F tokenizer=";;
+      gold_tok) data="-F data=@$gold -F input=conllu";;
+    esac
+    curl $data -F tagger= -F parser= $server/process | jq -j .result >tmp.conllu
+
+    for eval in exact-match lemmaid-match; do
+      case $eval in
+        exact-match) process_conllu="cat";;
+        lemmaid-match) process_conllu="python3 strip_lemma_info.py";;
+      esac
+      echo $dataset $mode $eval $(python3 ../udpipe2_eval.py --no_single_root --verbose <($process_conllu $gold) <($process_conllu tmp.conllu) | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
+    done
+  done
+done | sh evaluation_merge_em.sh
+rm tmp.txt tmp.conllu

udpipe2/models-pdtc1.0/evaluation_merge_em.sh

@@ -0,0 +1,6 @@
+#!/bin/sh
+
+awk '
+  /exact-match/ { lemma_em=substr($0, match($0, /Lemmas:[0-9.]*/)); sub(/ .*$/, "", lemma_em); sub(/Lemmas:/, "LemmasEM:", lemma_em) }
+  /lemmaid-match/ { sub(/ lemmaid-match/, ""); sub(/UAS:/, lemma_em " UAS:"); print }
+' "$@"

udpipe2/models-pdtc1.0/models_list.sh

@@ -0,0 +1,7 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#czech_pdtc1.0_model'
+
+cat <<EOF
+czech-pdtc1.0-231116:cs_pdtc1.0-231116  models-pdtc1.0/cs_pdtc1.0-231116.model  cs_pdtc1.0  $ack
+EOF

udpipe2/models-pdtc1.0/strip_lemma_info.py

@@ -0,0 +1,13 @@
+#!/usr/bin/env python3
+import fileinput
+import re
+
+lemma_strip = re.compile(r"(?<=.)(?:`|_|-[^0-9]).*$")
+
+for line in fileinput.input():
+    line = line.rstrip("\n")
+    columns = line.split("\t")
+    if not line.startswith("#") and len(columns) == 10:
+        columns[2] = lemma_strip.sub("", columns[2])
+        line = "\t".join(columns)
+    print(line)

udpipe2/pdtc-1.0/collect_all.sh

@@ -0,0 +1,9 @@
+#!/bin/sh
+
+for d in pdtc-1.0-*/; do
+  d=${d%/}
+  for t in train dev test; do
+    echo $d-$t
+    python3 $(dirname $0)/compose_deprel.py --is_member --is_parenthesis_root $(for f in $(cat $d/files_$t); do echo $d/conllu/$f.conllu; done) > $d/$d-$t.conllu
+  done
+done

udpipe2/pdtc-1.0/compose_deprel.py

@@ -0,0 +1,68 @@
+#!/usr/bin/env python3
+import argparse
+import sys
+
+IS_MEMBER, IS_PARENTHESIS_ROOT = 5, 3
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("paths", default=[], nargs="*", help="Input paths")
+    parser.add_argument("--is_member", default=False, action="store_true", help="Add is_member")
+    parser.add_argument("--is_parenthesis_root", default=False, action="store_true", help="Add is_parenthesis_root")
+    args = parser.parse_args()
+
+    for path in args.paths:
+        with open(path, "r", encoding="utf-8") as conllu_file:
+            block = []
+            for line in conllu_file:
+                line = line.rstrip("\n")
+                if not line:
+                    assert block
+                    # Process block
+                    heads, deps = {}, {}
+                    for entry in block:
+                        columns = entry.split("\t")
+                        if len(columns) == 10:
+                            assert int(columns[0]) == len(heads) + 1
+                            deps[len(heads) + 1] = columns[7]
+                            heads[len(heads) + 1] = columns[6]
+
+                    for i in range(len(block)):
+                        columns = block[i].split("\t")
+                        if len(columns) == 10:
+                            if args.is_member and columns[IS_MEMBER] == "1":
+                                parent = int(columns[0])
+                                while parent and deps[parent] not in ("Apos", "Coord"):
+                                    parent = int(heads[parent])
+
+                                if deps[parent] == "Apos":
+                                    columns[7] += "_Ap"
+                                elif deps[parent] == "Coord":
+                                    columns[7] += "_Co"
+                                else:
+                                    print("Did not find correct parent of IsMember {} in the below sentence".format(block[i]), *block, file=sys.stderr, sep="\n")
+                                columns[IS_MEMBER] = "_"
+
+                            if args.is_parenthesis_root and columns[IS_PARENTHESIS_ROOT] == "1":
+                                columns[7] += "_Pa"
+                                columns[IS_PARENTHESIS_ROOT] = "_"
+
+                            block[i] = "\t".join(columns)
+
+#                         if args.is_member and columns[IS_MEMBER] == "1":
+#                             columns[7] += "_IsMember"
+#                         columns[IS_MEMBER] = "_"
+# 
+#                         if args.is_parenthesis_root and columns[IS_PARENTHESIS_ROOT] == "1":
+#                             columns[7] += "_Pa"
+#                         columns[IS_PARENTHESIS_ROOT] = "_"
+# 
+#                         line = "\t".join(columns)
+# 
+#                     print(line)
+
+                    print(*block, sep="\n", end="\n\n")
+                    block = []
+                else:
+                    block.append(line)
+            assert not block

udpipe2/pdtc-1.0/gen_lists

@@ -0,0 +1,28 @@
+#!/bin/bash
+
+for l in a m onlym; do
+  mkdir -p pdtc-1.0-pdt-$l
+  case $l in
+    onlym) src=mw; l1=m;;
+    *) src=*$l*; l1=$l;;
+  esac
+  ls data/PDT/pml/$src/train*/*.$l1.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-pdt-$l/files_train
+  ls data/PDT/pml/$src/dtest*/*.$l1.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-pdt-$l/files_dev
+  ls data/PDT/pml/$src/etest*/*.$l1.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-pdt-$l/files_test
+done
+
+mkdir -p pdtc-1.0-pcedt-m
+ls data/PCEDT/pml/wsj{0[0-9],1[0-8]}*.m.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-pcedt-m/files_train
+ls data/PCEDT/pml/wsj{19,2[01]}*.m.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-pcedt-m/files_dev
+ls data/PCEDT/pml/wsj2[234]*.m.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-pcedt-m/files_test
+
+for t in Faust PDTSC; do
+  mkdir -p pdtc-1.0-${t,,}-m
+  ls data/$t/pml/*_{[0-9],[0-9][0-9]}[^67].*m.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-${t,,}-m/files_train
+  ls data/$t/pml/*_{[0-9],[0-9][0-9]}6.*m.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-${t,,}-m/files_dev
+  ls data/$t/pml/*_{[0-9],[0-9][0-9]}7.*m.gz | sed 's/\.[am]\.gz$//' > pdtc-1.0-${t,,}-m/files_test
+done
+
+for d in pdtc-1.0-*/; do
+  cat $d/files_train $d/files_dev $d/files_test >$d/files_all
+done

udpipe2/pdtc-1.0/langs_sizes

@@ -0,0 +1,4 @@
+pdtc-1.0-a_all	1171193
+pdtc-1.0-als_all	1171193
+pdtc-1.0-pa_all	3071901
+pdtc-1.0-pals_all	3071901

udpipe2/pdtc-1.0/parse.sh

@@ -0,0 +1,7 @@
+#!/bin/bash
+
+[ $# -eq 1 ] || { echo: "Usage: $0 treebank >&2"; exit 1; }
+input="$1"
+
+MODEL=models/pdtc-1.0-pdtc-1.0-a_all
+qsub -q gpu-troja.q -l gpu=1 -j y -o "${input%.conllu}".predicted-conllu.log withcuda101 venv-tf2/bin/python udpipe2.py "$MODEL" --threads=4 --predict --predict_input="$input" --predict_output="${input%.conllu}".predicted-conllu

udpipe2/pdtc-1.0/pdtc-1.0-faust-m/files_all

@@ -0,0 +1,60 @@
+data/Faust/pml/faust_2010_07_es_01
+data/Faust/pml/faust_2010_07_es_02
+data/Faust/pml/faust_2010_07_es_03
+data/Faust/pml/faust_2010_07_es_04
+data/Faust/pml/faust_2010_07_es_05
+data/Faust/pml/faust_2010_07_es_08
+data/Faust/pml/faust_2010_07_es_09
+data/Faust/pml/faust_2010_07_es_10
+data/Faust/pml/faust_2010_07_es_11
+data/Faust/pml/faust_2010_07_es_12
+data/Faust/pml/faust_2010_07_es_13
+data/Faust/pml/faust_2010_07_es_14
+data/Faust/pml/faust_2010_07_es_15
+data/Faust/pml/faust_2010_07_es_18
+data/Faust/pml/faust_2010_07_es_19
+data/Faust/pml/faust_2010_07_es_20
+data/Faust/pml/faust_2010_07_jh_01
+data/Faust/pml/faust_2010_07_jh_02
+data/Faust/pml/faust_2010_07_jh_03
+data/Faust/pml/faust_2010_07_jh_04
+data/Faust/pml/faust_2010_07_jh_05
+data/Faust/pml/faust_2010_07_jh_08
+data/Faust/pml/faust_2010_07_jh_09
+data/Faust/pml/faust_2010_07_jh_10
+data/Faust/pml/faust_2010_07_jh_11
+data/Faust/pml/faust_2010_07_jh_12
+data/Faust/pml/faust_2010_07_jh_13
+data/Faust/pml/faust_2010_07_jh_14
+data/Faust/pml/faust_2010_07_jh_15
+data/Faust/pml/faust_2010_07_jh_18
+data/Faust/pml/faust_2010_07_jh_19
+data/Faust/pml/faust_2010_07_jh_20
+data/Faust/pml/faust_2010_07_mu_01
+data/Faust/pml/faust_2010_07_mu_02
+data/Faust/pml/faust_2010_07_mu_03
+data/Faust/pml/faust_2010_07_mu_04
+data/Faust/pml/faust_2010_07_mu_05
+data/Faust/pml/faust_2010_07_mu_08
+data/Faust/pml/faust_2010_07_mu_09
+data/Faust/pml/faust_2010_07_mu_10
+data/Faust/pml/faust_2010_07_mu_11
+data/Faust/pml/faust_2010_07_mu_12
+data/Faust/pml/faust_2010_07_mu_13
+data/Faust/pml/faust_2010_07_mu_14
+data/Faust/pml/faust_2010_07_mu_15
+data/Faust/pml/faust_2010_07_mu_18
+data/Faust/pml/faust_2010_07_mu_19
+data/Faust/pml/faust_2010_07_mu_20
+data/Faust/pml/faust_2010_07_es_06
+data/Faust/pml/faust_2010_07_es_16
+data/Faust/pml/faust_2010_07_jh_06
+data/Faust/pml/faust_2010_07_jh_16
+data/Faust/pml/faust_2010_07_mu_06
+data/Faust/pml/faust_2010_07_mu_16
+data/Faust/pml/faust_2010_07_es_07
+data/Faust/pml/faust_2010_07_es_17
+data/Faust/pml/faust_2010_07_jh_07
+data/Faust/pml/faust_2010_07_jh_17
+data/Faust/pml/faust_2010_07_mu_07
+data/Faust/pml/faust_2010_07_mu_17

udpipe2/pdtc-1.0/pdtc-1.0-faust-m/files_dev

@@ -0,0 +1,6 @@
+data/Faust/pml/faust_2010_07_es_06
+data/Faust/pml/faust_2010_07_es_16
+data/Faust/pml/faust_2010_07_jh_06
+data/Faust/pml/faust_2010_07_jh_16
+data/Faust/pml/faust_2010_07_mu_06
+data/Faust/pml/faust_2010_07_mu_16

udpipe2/pdtc-1.0/pdtc-1.0-faust-m/files_test

@@ -0,0 +1,6 @@
+data/Faust/pml/faust_2010_07_es_07
+data/Faust/pml/faust_2010_07_es_17
+data/Faust/pml/faust_2010_07_jh_07
+data/Faust/pml/faust_2010_07_jh_17
+data/Faust/pml/faust_2010_07_mu_07
+data/Faust/pml/faust_2010_07_mu_17

udpipe2/pdtc-1.0/pdtc-1.0-faust-m/files_train

@@ -0,0 +1,48 @@
+data/Faust/pml/faust_2010_07_es_01
+data/Faust/pml/faust_2010_07_es_02
+data/Faust/pml/faust_2010_07_es_03
+data/Faust/pml/faust_2010_07_es_04
+data/Faust/pml/faust_2010_07_es_05
+data/Faust/pml/faust_2010_07_es_08
+data/Faust/pml/faust_2010_07_es_09
+data/Faust/pml/faust_2010_07_es_10
+data/Faust/pml/faust_2010_07_es_11
+data/Faust/pml/faust_2010_07_es_12
+data/Faust/pml/faust_2010_07_es_13
+data/Faust/pml/faust_2010_07_es_14
+data/Faust/pml/faust_2010_07_es_15
+data/Faust/pml/faust_2010_07_es_18
+data/Faust/pml/faust_2010_07_es_19
+data/Faust/pml/faust_2010_07_es_20
+data/Faust/pml/faust_2010_07_jh_01
+data/Faust/pml/faust_2010_07_jh_02
+data/Faust/pml/faust_2010_07_jh_03
+data/Faust/pml/faust_2010_07_jh_04
+data/Faust/pml/faust_2010_07_jh_05
+data/Faust/pml/faust_2010_07_jh_08
+data/Faust/pml/faust_2010_07_jh_09
+data/Faust/pml/faust_2010_07_jh_10
+data/Faust/pml/faust_2010_07_jh_11
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+data/Faust/pml/faust_2010_07_jh_13
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+data/Faust/pml/faust_2010_07_jh_20
+data/Faust/pml/faust_2010_07_mu_01
+data/Faust/pml/faust_2010_07_mu_02
+data/Faust/pml/faust_2010_07_mu_03
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+data/Faust/pml/faust_2010_07_mu_05
+data/Faust/pml/faust_2010_07_mu_08
+data/Faust/pml/faust_2010_07_mu_09
+data/Faust/pml/faust_2010_07_mu_10
+data/Faust/pml/faust_2010_07_mu_11
+data/Faust/pml/faust_2010_07_mu_12
+data/Faust/pml/faust_2010_07_mu_13
+data/Faust/pml/faust_2010_07_mu_14
+data/Faust/pml/faust_2010_07_mu_15
+data/Faust/pml/faust_2010_07_mu_18
+data/Faust/pml/faust_2010_07_mu_19
+data/Faust/pml/faust_2010_07_mu_20

udpipe2/pdtc-1.0/pdtc-1.0-pcedt-m/files_all

@@ -0,0 +1,2312 @@
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+data/PCEDT/pml/wsj0003.cz
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