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fr_udv25_frenchsequoia_trf

Token Classification spaCy French Eval Results
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metadata
tags:
  - spacy
  - token-classification
language:
  - fr
license: lgpl-lr
model-index:
  - name: fr_udv25_frenchsequoia_trf
    results:
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.9864663202
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9856429784
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.9755018013
      - task:
          name: LEMMA
          type: token-classification
        metrics:
          - name: Lemma Accuracy
            type: accuracy
            value: 0.9741188577
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.9467530964
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.9260331057
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.9441747573

UD v2.5 benchmarking pipeline for UD_French-Sequoia

Feature Description
Name fr_udv25_frenchsequoia_trf
Version 0.0.1
spaCy >=3.2.1,<3.3.0
Default Pipeline experimental_char_ner_tokenizer, transformer, tagger, morphologizer, parser, experimental_edit_tree_lemmatizer
Components experimental_char_ner_tokenizer, transformer, senter, tagger, morphologizer, parser, experimental_edit_tree_lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources Universal Dependencies v2.5 (Zeman, Daniel; et al.)
License LGPL-LR
Author Explosion

Label Scheme

View label scheme (916 labels for 6 components)
Component Labels
experimental_char_ner_tokenizer TOKEN
senter I, S
tagger ADJ, ADP, ADP_DET, ADP_PRON, ADV, AUX, CCONJ, DET, INTJ, NOUN, NUM, PART, PRON, PROPN, PUNCT, SCONJ, SYM, VERB, X
morphologizer POS=PROPN, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Number=Plur|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=SCONJ, POS=ADP, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, NumType=Ord|POS=ADJ, Gender=Masc|Number=Sing|POS=NOUN, POS=PUNCT, Gender=Masc|Number=Sing|POS=PROPN, Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=NOUN, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PROPN, Definite=Def|Number=Sing|POS=DET|PronType=Art, NumType=Card|POS=NUM, Definite=Def|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=ADJ, POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=PRON|PronType=Rel, Number=Sing|POS=DET|Poss=Yes, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Definite=Def|Number=Plur|POS=ADP|PronType=Art, Definite=Ind|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|Person=3, Number=Plur|POS=DET, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=ADV|PronType=Int, POS=VERB|Tense=Pres|VerbForm=Part, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Plur|POS=DET|Poss=Yes, POS=AUX|VerbForm=Inf, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part, POS=ADV|Polarity=Neg, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PRON|Person=3, POS=PRON|Person=3|Reflex=Yes, Gender=Masc|POS=NOUN, POS=AUX|Tense=Past|VerbForm=Part, POS=PRON|Person=3, Number=Plur|POS=NOUN, NumType=Ord|Number=Sing|POS=ADJ, POS=VERB|Tense=Past|VerbForm=Part, POS=AUX|Tense=Pres|VerbForm=Part, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=3, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=PRON|Person=3, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Number=Plur|POS=PROPN, Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET, Gender=Fem|Number=Sing|POS=DET|Poss=Yes, Gender=Masc|POS=PRON, POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Number=Sing|POS=PRON, Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|VerbForm=Fin, Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, POS=PRON, POS=NUM, Gender=Fem|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON, Number=Plur|POS=PRON|Person=3, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=INTJ, Number=Plur|POS=PRON|Person=2, NumType=Card|POS=PRON, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, NumType=Card|POS=NOUN, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=PRON|Person=3, Gender=Fem|Number=Sing|POS=DET, Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=PROPN, Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=DET, Gender=Masc|NumType=Card|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|POS=PRON, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, POS=SYM, Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, POS=DET, Gender=Masc|Number=Plur|POS=PRON, POS=PART, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|POS=VERB|Person=3|VerbForm=Fin, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Gender=Masc|Number=Plur|POS=DET, Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Reflex=Yes, Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|Reflex=Yes, Gender=Masc|NumType=Card|Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=1|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|POS=PROPN, Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Gender=Fem|POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=PROPN, Gender=Masc|NumType=Card|POS=NUM
parser ROOT, acl, acl:relcl, advcl, advcl:cleft, advmod, amod, appos, aux:caus, aux:pass, aux:tense, case, cc, ccomp, conj, cop, csubj, dep, det, dislocated, expl:comp, expl:pass, expl:subj, fixed, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:caus, nsubj:pass, nummod, obj, obl:agent, obl:arg, obl:mod, orphan, parataxis, punct, vocative, xcomp
experimental_edit_tree_lemmatizer 0, 3, 4, 6, 8, 10, 12, 14, 16, 20, 22, 24, 26, 30, 32, 34, 36, 39, 40, 42, 44, 45, 48, 50, 52, 54, 56, 58, 61, 63, 66, 70, 72, 74, 77, 79, 81, 82, 84, 86, 88, 89, 91, 95, 97, 99, 102, 103, 106, 110, 111, 113, 114, 115, 118, 119, 123, 125, 126, 128, 130, 132, 133, 134, 136, 138, 139, 140, 142, 143, 144, 146, 148, 150, 152, 155, 157, 160, 161, 163, 165, 167, 171, 173, 174, 176, 177, 179, 181, 183, 185, 187, 189, 191, 192, 195, 197, 198, 200, 202, 203, 205, 208, 210, 211, 212, 214, 217, 218, 221, 225, 227, 229, 230, 232, 234, 236, 238, 240, 242, 243, 245, 247, 248, 251, 253, 255, 257, 258, 260, 261, 264, 267, 268, 269, 272, 273, 276, 277, 278, 279, 284, 287, 288, 291, 293, 295, 298, 299, 301, 304, 306, 307, 309, 310, 313, 315, 318, 319, 322, 324, 325, 327, 329, 330, 332, 333, 336, 339, 341, 342, 344, 346, 347, 350, 351, 353, 356, 358, 359, 361, 363, 365, 367, 369, 373, 376, 378, 379, 380, 382, 384, 386, 389, 390, 391, 394, 396, 398, 399, 401, 404, 406, 409, 412, 414, 418, 421, 423, 424, 426, 428, 429, 430, 434, 436, 438, 440, 441, 443, 446, 447, 448, 451, 453, 456, 457, 458, 460, 462, 463, 465, 468, 470, 472, 474, 480, 482, 483, 485, 486, 490, 493, 494, 497, 499, 500, 501, 503, 506, 509, 511, 512, 514, 516, 518, 522, 523, 526, 530, 532, 534, 537, 539, 540, 541, 543, 545, 546, 548, 550, 551, 552, 554, 556, 557, 558, 561, 563, 565, 567, 570, 571, 573, 574, 575, 576, 578, 579, 581, 582, 583, 584, 586, 587, 588, 589, 590, 592, 595, 600, 603, 604, 606, 608, 611, 612, 614, 615, 616, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 638, 640, 644, 646, 647, 648, 650, 652, 654, 657, 659, 660, 661, 662, 663, 664, 665, 666, 668, 672, 674, 675, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 743, 744, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756, 758, 760, 762, 763, 766, 767, 768, 770, 772, 773, 774, 775, 776, 777, 778, 779, 781, 783, 784, 786, 787, 789, 790, 791, 794, 795, 796, 797, 798, 799, 800, 801, 802, 803, 807, 809, 812, 813, 815, 817, 819, 821, 825, 828, 829, 832, 833, 834, 837, 838, 839, 841, 842, 844, 846, 849, 851, 853, 854, 855, 858, 861, 862, 866, 868, 869, 871, 872, 874, 876, 879, 880, 882, 885, 887, 891, 893, 895, 898, 899, 902, 903, 905, 906, 908, 910, 911, 912, 914, 917, 920, 923, 925, 927, 929, 932, 933, 934, 936, 938, 939, 943, 944, 945, 946, 947, 950, 952, 954, 956, 958, 959, 961, 963, 965, 967, 969, 971, 973, 976, 978, 979, 980, 981, 984, 986, 987, 990, 993, 994, 996, 998, 999, 1000, 1001, 1002, 1004, 1006, 1007, 1009, 1010, 1012, 1014, 1016, 1018, 1021, 1023, 1026, 1027, 1029, 1031, 1033, 1034, 1036, 1037, 1039, 1041, 1043, 1044, 1045, 1046, 1049, 1051, 1053, 1054, 1055, 1056, 1057, 1058, 1059, 1061, 1063, 1065, 1067, 1068, 1070, 1072, 1073, 1075, 1077, 1078, 1080, 1081, 1082, 1084, 1085, 1087, 1088, 1089, 1090, 1091, 1092, 1094, 1095, 1097, 1098, 1100, 1103, 1106, 1108, 1110, 1111, 1113, 1116, 1117, 1119, 1121, 1124, 1127, 1129, 1131, 1132, 1133, 1135, 1136, 1138, 1139, 1141, 1142, 1145, 1148, 1153, 1154, 1156, 1157, 1159, 1161

Accuracy

Type Score
TOKEN_F 99.70
TOKEN_P 99.69
TOKEN_R 99.71
TOKEN_ACC 99.96
SENTS_F 94.42
SENTS_P 94.42
SENTS_R 94.42
TAG_ACC 98.65
POS_ACC 98.56
MORPH_ACC 97.55
DEP_UAS 94.68
DEP_LAS 92.60
LEMMA_ACC 97.41