File size: 9,383 Bytes
3fb57bc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5f99237
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357

---
language:
- mt
license: apache-2.0
library_name: transformers
tags:
- part-of-speech
- token-classification
datasets:
- universal_dependencies
metrics:
- accuracy

model-index:
- name: xlm-roberta-base-ft-udpos28-mt
  results:
  - task: 
      type: token-classification
      name: Part-of-Speech Tagging
    dataset:
      type: universal_dependencies
      name: Universal Dependencies v2.8
    metrics:
      - type: accuracy
        name: English Test accuracy
        value: 37.5
      - type: accuracy
        name: Dutch Test accuracy
        value: 52.3
      - type: accuracy
        name: German Test accuracy
        value: 51.7
      - type: accuracy
        name: Italian Test accuracy
        value: 54.7
      - type: accuracy
        name: French Test accuracy
        value: 49.1
      - type: accuracy
        name: Spanish Test accuracy
        value: 49.5
      - type: accuracy
        name: Russian Test accuracy
        value: 64.7
      - type: accuracy
        name: Swedish Test accuracy
        value: 52.0
      - type: accuracy
        name: Norwegian Test accuracy
        value: 48.7
      - type: accuracy
        name: Danish Test accuracy
        value: 52.3
      - type: accuracy
        name: Low Saxon Test accuracy
        value: 41.7
      - type: accuracy
        name: Akkadian Test accuracy
        value: 27.7
      - type: accuracy
        name: Armenian Test accuracy
        value: 65.4
      - type: accuracy
        name: Welsh Test accuracy
        value: 50.5
      - type: accuracy
        name: Old East Slavic Test accuracy
        value: 58.1
      - type: accuracy
        name: Albanian Test accuracy
        value: 55.2
      - type: accuracy
        name: Slovenian Test accuracy
        value: 52.3
      - type: accuracy
        name: Guajajara Test accuracy
        value: 30.7
      - type: accuracy
        name: Kurmanji Test accuracy
        value: 53.3
      - type: accuracy
        name: Turkish Test accuracy
        value: 61.0
      - type: accuracy
        name: Finnish Test accuracy
        value: 62.4
      - type: accuracy
        name: Indonesian Test accuracy
        value: 59.4
      - type: accuracy
        name: Ukrainian Test accuracy
        value: 66.6
      - type: accuracy
        name: Polish Test accuracy
        value: 62.6
      - type: accuracy
        name: Portuguese Test accuracy
        value: 54.2
      - type: accuracy
        name: Kazakh Test accuracy
        value: 68.7
      - type: accuracy
        name: Latin Test accuracy
        value: 54.5
      - type: accuracy
        name: Old French Test accuracy
        value: 33.8
      - type: accuracy
        name: Buryat Test accuracy
        value: 51.2
      - type: accuracy
        name: Kaapor Test accuracy
        value: 22.9
      - type: accuracy
        name: Korean Test accuracy
        value: 51.7
      - type: accuracy
        name: Estonian Test accuracy
        value: 62.3
      - type: accuracy
        name: Croatian Test accuracy
        value: 61.4
      - type: accuracy
        name: Gothic Test accuracy
        value: 26.8
      - type: accuracy
        name: Swiss German Test accuracy
        value: 43.6
      - type: accuracy
        name: Assyrian Test accuracy
        value: 26.0
      - type: accuracy
        name: North Sami Test accuracy
        value: 40.4
      - type: accuracy
        name: Naija Test accuracy
        value: 10.9
      - type: accuracy
        name: Latvian Test accuracy
        value: 65.5
      - type: accuracy
        name: Chinese Test accuracy
        value: 47.3
      - type: accuracy
        name: Tagalog Test accuracy
        value: 56.3
      - type: accuracy
        name: Bambara Test accuracy
        value: 28.1
      - type: accuracy
        name: Lithuanian Test accuracy
        value: 67.2
      - type: accuracy
        name: Galician Test accuracy
        value: 54.3
      - type: accuracy
        name: Vietnamese Test accuracy
        value: 55.0
      - type: accuracy
        name: Greek Test accuracy
        value: 52.4
      - type: accuracy
        name: Catalan Test accuracy
        value: 51.2
      - type: accuracy
        name: Czech Test accuracy
        value: 64.6
      - type: accuracy
        name: Erzya Test accuracy
        value: 46.6
      - type: accuracy
        name: Bhojpuri Test accuracy
        value: 39.6
      - type: accuracy
        name: Thai Test accuracy
        value: 44.9
      - type: accuracy
        name: Marathi Test accuracy
        value: 70.6
      - type: accuracy
        name: Basque Test accuracy
        value: 63.4
      - type: accuracy
        name: Slovak Test accuracy
        value: 68.4
      - type: accuracy
        name: Kiche Test accuracy
        value: 33.0
      - type: accuracy
        name: Yoruba Test accuracy
        value: 31.1
      - type: accuracy
        name: Warlpiri Test accuracy
        value: 32.0
      - type: accuracy
        name: Tamil Test accuracy
        value: 73.8
      - type: accuracy
        name: Maltese Test accuracy
        value: 94.4
      - type: accuracy
        name: Ancient Greek Test accuracy
        value: 47.8
      - type: accuracy
        name: Icelandic Test accuracy
        value: 51.3
      - type: accuracy
        name: Mbya Guarani Test accuracy
        value: 34.7
      - type: accuracy
        name: Urdu Test accuracy
        value: 45.9
      - type: accuracy
        name: Romanian Test accuracy
        value: 57.9
      - type: accuracy
        name: Persian Test accuracy
        value: 52.9
      - type: accuracy
        name: Apurina Test accuracy
        value: 38.2
      - type: accuracy
        name: Japanese Test accuracy
        value: 37.8
      - type: accuracy
        name: Hungarian Test accuracy
        value: 61.1
      - type: accuracy
        name: Hindi Test accuracy
        value: 45.0
      - type: accuracy
        name: Classical Chinese Test accuracy
        value: 34.5
      - type: accuracy
        name: Komi Permyak Test accuracy
        value: 48.7
      - type: accuracy
        name: Faroese Test accuracy
        value: 55.1
      - type: accuracy
        name: Sanskrit Test accuracy
        value: 28.3
      - type: accuracy
        name: Livvi Test accuracy
        value: 52.1
      - type: accuracy
        name: Arabic Test accuracy
        value: 63.9
      - type: accuracy
        name: Wolof Test accuracy
        value: 36.6
      - type: accuracy
        name: Bulgarian Test accuracy
        value: 59.0
      - type: accuracy
        name: Akuntsu Test accuracy
        value: 29.6
      - type: accuracy
        name: Makurap Test accuracy
        value: 29.5
      - type: accuracy
        name: Kangri Test accuracy
        value: 39.2
      - type: accuracy
        name: Breton Test accuracy
        value: 49.8
      - type: accuracy
        name: Telugu Test accuracy
        value: 64.6
      - type: accuracy
        name: Cantonese Test accuracy
        value: 46.0
      - type: accuracy
        name: Old Church Slavonic Test accuracy
        value: 38.1
      - type: accuracy
        name: Karelian Test accuracy
        value: 57.4
      - type: accuracy
        name: Upper Sorbian Test accuracy
        value: 62.4
      - type: accuracy
        name: South Levantine Arabic Test accuracy
        value: 61.1
      - type: accuracy
        name: Komi Zyrian Test accuracy
        value: 43.0
      - type: accuracy
        name: Irish Test accuracy
        value: 46.8
      - type: accuracy
        name: Nayini Test accuracy
        value: 48.7
      - type: accuracy
        name: Munduruku Test accuracy
        value: 21.6
      - type: accuracy
        name: Manx Test accuracy
        value: 42.0
      - type: accuracy
        name: Skolt Sami Test accuracy
        value: 41.4
      - type: accuracy
        name: Afrikaans Test accuracy
        value: 49.8
      - type: accuracy
        name: Old Turkish Test accuracy
        value: 37.1
      - type: accuracy
        name: Tupinamba Test accuracy
        value: 32.9
      - type: accuracy
        name: Belarusian Test accuracy
        value: 68.2
      - type: accuracy
        name: Serbian Test accuracy
        value: 60.7
      - type: accuracy
        name: Moksha Test accuracy
        value: 43.5
      - type: accuracy
        name: Western Armenian Test accuracy
        value: 60.2
      - type: accuracy
        name: Scottish Gaelic Test accuracy
        value: 41.5
      - type: accuracy
        name: Khunsari Test accuracy
        value: 43.2
      - type: accuracy
        name: Hebrew Test accuracy
        value: 74.0
      - type: accuracy
        name: Uyghur Test accuracy
        value: 61.9
      - type: accuracy
        name: Chukchi Test accuracy
        value: 48.1
---

# XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Maltese

This model is part of our paper called:

- Make the Best of Cross-lingual Transfer: Evidence from POS Tagging with over 100 Languages

Check the [Space](https://huggingface.co/spaces/wietsedv/xpos) for more details.

## Usage
```python
from transformers import AutoTokenizer, AutoModelForTokenClassification

tokenizer = AutoTokenizer.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-mt")
model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-mt")
```