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nl_udv25_dutchlassysmall_trf
explosion/nl_udv25_dutchlassysmall_trf
nl_udv25_dutchlassysmall_trf is a token classification model from explosion. Use it when you need labels on individual words, such as names. It is set up for spacy. The card lists the license as cc-by-sa-4.0.
UD v2.5 benchmarking pipeline for UDDutch-LassySmall
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At a glance
- Task
- Token Classification
- Library
- spacy
- License
- cc-by-sa-4.0
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Dec 10, 2021
- SHA
- ae5d31bf
Model card
From the Hugging Face model README
UD v2.5 benchmarking pipeline for UD_Dutch-LassySmall
| Feature | Description |
|---|---|
| Name | nl_udv25_dutchlassysmall_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 | CC BY-SA 4.0 |
| Author | Explosion |
Label Scheme
<details> <summary>View label scheme (1070 labels for 6 components)</summary>| Component | Labels |
|---|---|
experimental_char_ner_tokenizer | TOKEN |
senter | I, S |
tagger | ADJ|nom|basis|met-e|mv-n, ADJ|nom|basis|met-e|zonder-n|bijz, ADJ|nom|basis|met-e|zonder-n|stan, ADJ|nom|basis|zonder|mv-n, ADJ|nom|basis|zonder|zonder-n, ADJ|nom|comp|met-e|mv-n, ADJ|nom|sup|met-e|mv-n, ADJ|nom|sup|met-e|zonder-n|stan, ADJ|nom|sup|zonder|zonder-n, ADJ|postnom|basis|zonder, ADJ|prenom|basis|met-e|bijz, ADJ|prenom|basis|met-e|stan, ADJ|prenom|basis|zonder, ADJ|prenom|comp|met-e|stan, ADJ|prenom|comp|zonder, ADJ|prenom|sup|met-e|stan, ADJ|vrij|basis|zonder, ADJ|vrij|comp|zonder, ADJ|vrij|sup|zonder, BW, LET, LID|bep|gen|evmo, LID|bep|gen|rest3, LID|bep|stan|evon, LID|bep|stan|rest, LID|onbep|stan|agr, N|eigen|ev|basis|gen, N|eigen|ev|basis|genus|stan, N|eigen|ev|basis|onz|stan, N|eigen|ev|basis|zijd|stan, N|eigen|ev|dim|onz|stan, N|eigen|mv|basis, N|soort|ev|basis|dat, N|soort|ev|basis|gen, N|soort|ev|basis|genus|stan, N|soort|ev|basis|onz|stan, N|soort|ev|basis|zijd|stan, N|soort|ev|dim|onz|stan, N|soort|mv|basis, N|soort|mv|dim, SPEC|afgebr, SPEC|afk, SPEC|deeleigen, SPEC|enof, SPEC|symb, SPEC|vreemd, TSW, TW|hoofd|nom|mv-n|basis, TW|hoofd|nom|zonder-n|basis, TW|hoofd|nom|zonder-n|dim, TW|hoofd|prenom|stan, TW|hoofd|vrij, TW|rang|nom|zonder-n, TW|rang|prenom|stan, VG|neven, VG|onder, VNW|aanw|adv-pron|obl|vol|3o|getal, VNW|aanw|adv-pron|stan|red|3|getal, VNW|aanw|det|stan|nom|met-e|mv-n, VNW|aanw|det|stan|nom|met-e|zonder-n, VNW|aanw|det|stan|prenom|met-e|rest, VNW|aanw|det|stan|prenom|zonder|agr, VNW|aanw|det|stan|prenom|zonder|evon, VNW|aanw|det|stan|prenom|zonder|rest, VNW|aanw|pron|gen|vol|3m|ev, VNW|aanw|pron|stan|vol|3o|ev, VNW|aanw|pron|stan|vol|3|getal, VNW|betr|det|stan|nom|zonder|zonder-n, VNW|betr|pron|stan|vol|3|ev, VNW|betr|pron|stan|vol|persoon|getal, VNW|bez|det|stan|red|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon, VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr, VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest, VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest, VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr, VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr, VNW|onbep|adv-pron|obl|vol|3o|getal, VNW|onbep|det|stan|nom|met-e|mv-n, VNW|onbep|det|stan|nom|met-e|zonder-n, VNW|onbep|det|stan|prenom|met-e|agr, VNW|onbep|det|stan|prenom|met-e|evz, VNW|onbep|det|stan|prenom|met-e|mv, VNW|onbep|det|stan|prenom|met-e|rest, VNW|onbep|det|stan|prenom|zonder|agr, VNW|onbep|det|stan|prenom|zonder|evon, VNW|onbep|det|stan|vrij|zonder, VNW|onbep|grad|gen|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|mv-n|basis, VNW|onbep|grad|stan|nom|met-e|zonder-n|basis, VNW|onbep|grad|stan|nom|met-e|zonder-n|sup, VNW|onbep|grad|stan|prenom|met-e|agr|basis, VNW|onbep|grad|stan|prenom|met-e|agr|sup, VNW|onbep|grad|stan|prenom|met-e|mv|basis, VNW|onbep|grad|stan|prenom|zonder|agr|basis, VNW|onbep|grad|stan|prenom|zonder|agr|comp, VNW|onbep|grad|stan|vrij|zonder|basis, VNW|onbep|grad|stan|vrij|zonder|comp, VNW|onbep|grad|stan|vrij|zonder|sup, VNW|onbep|pron|stan|vol|3o|ev, VNW|onbep|pron|stan|vol|3p|ev, VNW|pers|pron|nomin|nadr|3v|ev|fem, VNW|pers|pron|nomin|red|1|mv, VNW|pers|pron|nomin|red|2v|ev, VNW|pers|pron|nomin|red|3p|ev|masc, VNW|pers|pron|nomin|vol|1|ev, VNW|pers|pron|nomin|vol|1|mv, VNW|pers|pron|nomin|vol|2b|getal, VNW|pers|pron|nomin|vol|3p|mv, VNW|pers|pron|nomin|vol|3v|ev|fem, VNW|pers|pron|nomin|vol|3|ev|masc, VNW|pers|pron|obl|nadr|3m|ev|masc, VNW|pers|pron|obl|vol|3p|mv, VNW|pers|pron|obl|vol|3|ev|masc, VNW|pers|pron|obl|vol|3|getal|fem, VNW|pers|pron|stan|red|3|ev|fem, VNW|pers|pron|stan|red|3|ev|onz, VNW|pers|pron|stan|red|3|mv, VNW|pr|pron|obl|red|1|ev, VNW|pr|pron|obl|red|2v|getal, VNW|pr|pron|obl|vol|1|ev, VNW|pr|pron|obl|vol|1|mv, VNW|recip|pron|obl|vol|persoon|mv, VNW|refl|pron|obl|nadr|3|getal, VNW|refl|pron|obl|red|3|getal, VNW|vb|adv-pron|obl|vol|3o|getal, VNW|vb|pron|stan|vol|3o|ev, VNW|vb|pron|stan|vol|3p|getal, VZ|fin, VZ|init, VZ|versm, WW|inf|nom|zonder|zonder-n, WW|inf|vrij|zonder, WW|od|nom|met-e|mv-n, WW|od|nom|met-e|zonder-n, WW|od|prenom|met-e, WW|od|prenom|zonder, WW|od|vrij|zonder, WW|pv|conj|ev, WW|pv|tgw|ev, WW|pv|tgw|met-t, WW|pv|tgw|mv, WW|pv|verl|ev, WW|pv|verl|mv, WW|vd|nom|met-e|mv-n, WW|vd|nom|met-e|zonder-n, WW|vd|prenom|met-e, WW|vd|prenom|zonder, WW|vd|vrij|zonder |
morphologizer | Definite=Def|POS=DET, Degree=Pos|POS=ADJ, POS=CCONJ, Gender=Neut|Number=Sing|POS=NOUN, POS=PUNCT, POS=DET, Degree=Sup|POS=ADJ, Number=Sing|POS=AUX|Tense=Pres|VerbForm=Fin, Gender=Com|Number=Sing|POS=PROPN, POS=SYM, POS=NUM, POS=ADP, Definite=Ind|POS=DET, Gender=Com|Number=Sing|POS=NOUN, Degree=Cmp|POS=ADJ, Gender=Neut|Number=Sing|POS=PROPN, POS=ADV, Number=Sing|POS=AUX|Tense=Past|VerbForm=Fin, POS=PROPN, Number=Plur|POS=NOUN, POS=VERB|VerbForm=Inf, POS=PRON|PronType=Rel, Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin, POS=PRON|PronType=Ind, POS=VERB|VerbForm=Part, POS=ADJ, POS=X, Gender=Com,Neut|Number=Sing|POS=PROPN, Foreign=Yes|POS=X, POS=PRON|Person=3|PronType=Prs, POS=PRON|Person=3|Poss=Yes|PronType=Prs, Number=Plur|POS=PROPN, Number=Plur|POS=AUX|Tense=Past|VerbForm=Fin, Number=Plur|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Sing|POS=VERB|Tense=Past|VerbForm=Fin, POS=PRON|Person=3|PronType=Rel, POS=AUX|VerbForm=Inf, POS=SCONJ, Number=Plur|POS=AUX|Tense=Pres|VerbForm=Fin, Abbr=Yes|POS=X, Case=Nom|POS=PRON|Person=3|PronType=Prs, POS=PRON|Person=3|PronType=Dem, Number=Plur|POS=VERB|Tense=Past|VerbForm=Fin, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=PRON|PronType=Dem, POS=PRON|Person=3|PronType=Int, Gender=Com,Neut|Number=Sing|POS=NOUN, POS=PRON|Person=3|PronType=Ind, Case=Nom|POS=PRON|Person=2|PronType=Prs, Number=Sing|POS=NOUN, Case=Acc|POS=PRON|PronType=Rcp, POS=AUX|VerbForm=Part, Number=Sing|POS=PROPN, Case=Nom|POS=PRON|Person=1|PronType=Prs, Case=Acc|POS=PRON|Person=2|PronType=Prs, Case=Acc|POS=PRON|Person=3|PronType=Prs, POS=INTJ, POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Acc|POS=PRON|Person=1|PronType=Prs, POS=PRON|Person=2|Poss=Yes|PronType=Prs |
parser | ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound:prt, conj, cop, csubj, dep, det, expl, expl:pv, fixed, flat, iobj, mark, nmod, nmod:poss, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, orphan, parataxis, punct, xcomp |
experimental_edit_tree_lemmatizer | 1, 3, 4, 6, 8, 10, 13, 15, 17, 19, 21, 22, 25, 27, 29, 30, 32, 36, 37, 39, 41, 42, 45, 47, 49, 51, 53, 55, 58, 59, 61, 63, 65, 66, 70, 72, 74, 76, 78, 79, 80, 82, 84, 86, 89, 92, 94, 96, 97, 99, 101, 104, 107, 109, 110, 112, 114, 116, 117, 118, 119, 120, 121, 124, 126, 127, 130, 133, 134, 135, 137, 139, 142, 143, 145, 148, 152, 154, 156, 159, 160, 163, 165, 167, 168, 172, 175, 176, 178, 182, 184, 187, 189, 190, 192, 194, 195, 197, 199, 200, 203, 205, 207, 208, 209, 212, 214, 215, 217, 219, 220, 221, 224, 227, 228, 230, 232, 233, 237, 238, 240, 241, 242, 244, 245, 248, 249, 250, 251, 252, 255, 258, 259, 260, 262, 266, 268, 270, 272, 275, 278, 280, 281, 282, 283, 285, 287, 290, 291, 293, 297, 299, 300, 301, 302, 306, 307, 309, 310, 311, 313, 314, 316, 318, 319, 320, 324, 329, 332, 333, 335, 337, 339, 343, 346, 347, 348, 352, 353, 357, 358, 359, 360, 362, 363, 366, 369, 372, 374, 377, 378, 379, 381, 382, 386, 387, 391, 395, 397, 399, 400, 401, 403, 406, 407, 408, 409, 410, 411, 412, 414, 415, 417, 419, 421, 423, 426, 427, 428, 431, 433, 435, 437, 439, 441, 444, 446, 448, 451, 453, 455, 457, 458, 460, 462, 463, 465, 467, 469, 470, 472, 474, 475, 478, 482, 483, 485, 489, 491, 492, 493, 495, 499, 500, 502, 506, 508, 511, 514, 518, 520, 522, 525, 527, 528, 532, 534, 535, 538, 540, 541, 544, 546, 547, 548, 551, 552, 556, 558, 559, 560, 563, 565, 567, 569, 570, 573, 577, 579, 581, 584, 587, 589, 591, 595, 597, 599, 600, 601, 602, 606, 608, 610, 612, 614, 615, 616, 618, 619, 620, 621, 622, 626, 628, 629, 631, 632, 634, 635, 636, 637, 639, 641, 644, 649, 653, 654, 656, 657, 658, 661, 663, 664, 665, 666, 667, 668, 669, 670, 674, 676, 678, 679, 682, 685, 687, 689, 692, 694, 696, 699, 702, 703, 704, 705, 706, 708, 709, 711, 712, 714, 715, 717, 718, 719, 722, 725, 729, 730, 733, 736, 738, 739, 743, 745, 746, 749, 750, 328, 752, 754, 755, 757, 760, 761, 762, 764, 767, 769, 770, 773, 777, 778, 781, 783, 784, 785, 786, 789, 790, 793, 794, 795, 798, 800, 162, 803, 806, 809, 812, 813, 815, 817, 818, 819, 821, 823, 824, 825, 827, 830, 832, 834, 836, 838, 648, 839, 841, 843, 844, 846, 848, 849, 851, 852, 853, 854, 855, 857, 859, 860, 861, 863, 865, 867, 869, 872, 873, 875, 877, 879, 881, 883, 885, 886, 887, 888, 890, 893, 894, 896, 899, 901, 902, 904, 906, 908, 911, 913, 915, 918, 919, 920, 921, 926, 928, 930, 931, 932, 933, 934, 396, 935, 936, 938, 939, 940, 942, 945, 946, 947, 948, 950, 951, 954, 956, 957, 960, 962, 964, 967, 969, 970, 971, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 988, 990, 991, 995, 997, 998, 840, 999, 1000, 1002, 1003, 1004, 1006, 1008, 1009, 1013, 1017, 862, 1019, 1020, 1021, 1024, 1025, 1027, 1028, 1029, 1031, 1033, 1036, 1039, 1040, 1041, 1043, 1044, 1047, 1048, 1052, 1055, 1056, 1057, 1061, 1062, 1063, 1066, 1069, 507, 1071, 1072, 1074, 1075, 1076, 1078, 1079, 1080, 1081, 1082, 1085, 1086, 1087, 1089, 1090, 1091, 1093, 1094, 1097, 1100, 1102, 1103, 1104, 1106, 1107, 1108, 1109, 1111, 1113, 1115, 1116, 1119, 1121, 1122, 1123, 1125, 1126, 1127, 1128, 1129, 1131, 1132, 1135, 1138, 1140, 1141, 1143, 1144, 1145, 1147, 1150, 1151, 1152, 1154, 1155, 1158, 1159, 1160, 1161, 1162, 1164, 1166, 1167, 1169, 1170, 1172, 1175, 1177, 510, 1178, 1181, 1182, 1183, 1185, 1187, 1189, 1190, 1191, 1192, 1194, 1197, 1201, 1202, 1203, 1206, 1208, 1209, 1210, 1213, 1217, 1218, 1220, 1221, 1223, 1225, 1227, 1229, 1231, 1233, 1236, 1238, 1240, 1241, 1244, 1245, 1247, 1249, 1250, 1252, 1253, 1254, 1255, 1257, 1259, 1261, 1262, 1264, 1266, 1268, 1271, 1273, 1274, 1276, 1278, 1279, 48, 1280, 1281, 1283, 1248, 1284, 1286, 1287, 1289, 1290, 1292, 884, 1293, 1295, 1296, 1298, 1299, 1300, 1302, 1303, 1304, 1305, 1306, 1307, 1309, 1311, 1313, 1316, 1317, 1318, 1319, 1321, 206, 1322, 1323, 1328, 1330, 1331, 1332, 1334, 1336, 1338, 1341, 1342, 1343, 1344, 1345, 1346, 1347, 1348, 1350, 1352, 1354, 1356, 1357, 1358, 1359, 1360, 1361, 864, 1363, 1364, 1366, 1367, 1368, 1370, 1371, 1372, 1374, 1376, 1377, 1378, 1379, 1381, 1382, 1383, 1384, 1386, 1387, 1389, 1390, 1391, 1393, 1396, 1397, 1398, 1399, 1403, 1404, 1406, 1407, 1410, 1412, 1415, 1416, 1419, 1421, 1422, 1423, 1424, 1425, 1427, 1429, 1432, 1433, 1437, 1440, 1442, 1447, 1450, 1452, 1454, 1457, 1458, 1459, 1460, 1462, 1463, 1464, 1466, 1468, 1469, 1471, 1473, 1475, 1476, 1478, 1479, 1480, 1481, 1482, 1483, 1484 |
Accuracy
| Type | Score |
|---|---|
TOKEN_F | 99.91 |
TOKEN_P | 99.88 |
TOKEN_R | 99.94 |
TOKEN_ACC | 100.00 |
SENTS_F | 91.84 |
SENTS_P | 90.52 |
SENTS_R | 93.20 |
TAG_ACC | 95.93 |
POS_ACC | 96.37 |
MORPH_ACC | 97.73 |
DEP_UAS | 90.23 |
DEP_LAS | 86.21 |
LEMMA_ACC | 96.71 |
- Task
- Token Classification
- Library
- spacy
- License
- cc-by-sa-4.0
- Languages
- nl
- Created
- Mar 2, 2022
- Updated
- Dec 10, 2021