---
license: openrail
---
# Nordic language identification
This repo contains models for the identification of language in text. It is based on Fasttext and designed with the Nordic languages in mind, including several Sámi languages. It comes in two flavours, `nordic-lid`, a model that identifies between the 12 most common languages in the Nordic countries (plus English), and `nordic-lid.159`, a model that extends that list to 159 languages of the world. Moreover, each of them come in large and small (quantized) versions.
| Model | Size | Precision | Recall | F1-Score | Support |
|:----------------------------|:------------------|------------:|---------:|-----------:|----------:|
| [`nordic-lid.bin`](https://huggingface.co/NbAiLab/nordic-lid/resolve/main/nordic-lid.bin) (large) | 274 MB | 0.9901 | 0.9900 | 0.9900 | 5500 |
| [`nordic-lid.ftz`](https://huggingface.co/NbAiLab/nordic-lid/resolve/main/nordic-lid.ftz) (small) | 1.87 MB | 0.9889 | 0.9890 | 0.9890 | 5500 |
| [`nordic-lid.159.bin`](https://huggingface.co/NbAiLab/nordic-lid/resolve/main/nordic-lid.159.bin) (large)| 9.63 GB | 0.9434 | 0.9528 | 0.9476 | 44049 |
| [`nordic-lid.159.ftz`](https://huggingface.co/NbAiLab/nordic-lid/resolve/main/nordic-lid.159.ftz) (small)| 11.2 MB | 0.9275 | 0.9399 | 0.9327 | 44049 |
## Usage
After download, the models can be used through the Fasttext library:
```python
import fasttext
from datasets.utils.download_manager import DownloadManager
NORDIC_LID_URL = "https://huggingface.co/NbAiLab/nordic-lid/resolve/main/"
model_name = "nordic-lid.ftz"
model = fasttext.load_model(DownloadManager().download(NORDIC_LID_URL + model_name))
model.predict("Debatt er bra og sunt for demokratier, og en forutsetning for politikkutvikling.", threshold=0.25)
# (('__label__nob',), array([0.95482141]))
```
Alternatively, these models are also integrated into the the experimental `nb` CLI application:
```bash
$ echo "Jeg leser en bok" | nbailab langid --model-name nordic-lid.ftz
nob,0.9999788999557495
```
## Languages
### `nordic-lid.bin`
Trained on sentences from the [GiellaT's Tranlation Memories](https://giellalt.github.io/tm/TranslationMemories.html) and [Wortschatz's corpora](https://wortschatz.uni-leipzig.de/en/download).
| ISO-639-3 | Language | Precision | Recall | F1-Score | Support |
|:-------------|:------------------|------------:|---------:|-----------:|----------:|
| dan | Danish | 0.9720 | 0.9838 | 0.9779 | 494 |
| eng | English | 0.9980 | 0.9940 | 0.9960 | 502 |
| fao | Faroese | 0.9920 | 0.9940 | 0.9930 | 499 |
| fin | Finnish | 1.0000 | 1.0000 | 1.0000 | 500 |
| isl | Icelandic | 0.9900 | 0.9920 | 0.9910 | 499 |
| nno | Norwegian Nynorsk | 0.9920 | 0.9861 | 0.9890 | 503 |
| nob | Norwegian Bokmål | 0.9840 | 0.9743 | 0.9791 | 505 |
| sma | Southern Sami | 0.9800 | 0.9703 | 0.9751 | 101 |
| sme | Northern Sami | 1.0000 | 0.9921 | 0.9960 | 504 |
| smj | Lule Sami | 0.9920 | 0.9960 | 0.9940 | 498 |
| smn | Inari Sami | 0.9950 | 1.0000 | 0.9975 | 199 |
| sms | Skolt Sami | 0.9900 | 0.9950 | 0.9925 | 199 |
| swe | Swedish | 0.9860 | 0.9920 | 0.9890 | 497 |
| Accuracy | | | | 0.9905 | 5500 |
| Weighted avg | | 0.9906 | 0.9905 | 0.9905 | 5500 |
| Macro avg | | 0.9901 | 0.9900 | 0.9900 | 5500 |
### `nordic-lid.159.bin`
Scores for the 159 languages
Additionally trained on sentences from [Taoteba](https://tatoeba.org/en/).
| ISO-639-3 | Language | Precision | Recall | F1-Score | Support |
|:-------------|:----------------------------|------------:|---------:|-----------:|----------:|
| afr | Afrikaans | 0.9634 | 0.9485 | 0.9558 | 194 |
| ara | Arabic | 0.9771 | 0.9533 | 0.9650 | 492 |
| arq | Algerian Arabic | 0.9478 | 0.9316 | 0.9397 | 117 |
| arz | Egyptian Arabic | 0.7193 | 0.8542 | 0.7810 | 48 |
| asm | Assamese | 0.9828 | 0.9884 | 0.9856 | 173 |
| avk | Kotava | 0.9895 | 0.9844 | 0.9869 | 192 |
| aze | Azerbaijani | 0.9707 | 0.9831 | 0.9768 | 236 |
| bel | Belarusian | 0.9864 | 0.9785 | 0.9825 | 372 |
| ben | Bengali | 0.9915 | 0.9873 | 0.9894 | 236 |
| ber | Berber | 0.8991 | 0.8507 | 0.8742 | 576 |
| bos | Bosnian | 0.1548 | 0.1781 | 0.1656 | 73 |
| bre | Breton | 0.9613 | 0.9681 | 0.9647 | 282 |
| bua | Buryat | 0.9333 | 0.9130 | 0.9231 | 46 |
| bul | Bulgarian | 0.9530 | 0.9660 | 0.9595 | 441 |
| cat | Catalan | 0.9604 | 0.9510 | 0.9557 | 306 |
| cbk | Chavacano | 0.9627 | 0.9923 | 0.9773 | 130 |
| ceb | Cebuano | 0.8974 | 0.9091 | 0.9032 | 77 |
| ces | Czech | 0.9684 | 0.9665 | 0.9675 | 508 |
| chv | Chuvash | 0.9878 | 0.9643 | 0.9759 | 84 |
| ckb | Central Kurdish (Soranî) | 0.9751 | 0.9944 | 0.9846 | 354 |
| ckt | Chukchi | 0.9615 | 1.0000 | 0.9804 | 25 |
| cmn | Mandarin Chinese | 0.9726 | 0.8674 | 0.9170 | 573 |
| cor | Cornish | 1.0000 | 0.9733 | 0.9864 | 187 |
| csb | Kashubian | 0.9787 | 1.0000 | 0.9892 | 46 |
| cym | Welsh | 0.9625 | 0.9625 | 0.9625 | 80 |
| dan | Danish | 0.9401 | 0.9345 | 0.9373 | 1007 |
| deu | German | 0.9908 | 0.9765 | 0.9836 | 553 |
| dsb | Lower Sorbian | 0.8704 | 0.8246 | 0.8468 | 57 |
| dtp | Central Dusun | 0.9161 | 0.9562 | 0.9357 | 137 |
| ell | Greek | 1.0000 | 0.9979 | 0.9989 | 476 |
| eng | English | 0.9914 | 0.9886 | 0.9900 | 1052 |
| epo | Esperanto | 0.9817 | 0.9853 | 0.9835 | 544 |
| est | Estonian | 0.9659 | 0.9770 | 0.9714 | 174 |
| eus | Basque | 0.9883 | 0.9585 | 0.9732 | 265 |
| fao | Faroese | 0.9840 | 0.9899 | 0.9870 | 497 |
| fin | Finnish | 0.9932 | 0.9817 | 0.9874 | 1041 |
| fkv | Kven Finnish | 0.5769 | 0.7500 | 0.6522 | 20 |
| fra | French | 0.9890 | 0.9890 | 0.9890 | 544 |
| frr | North Frisian | 0.9784 | 0.9784 | 0.9784 | 139 |
| fry | Frisian | 0.7419 | 0.9200 | 0.8214 | 25 |
| gcf | Guadeloupean Creole French | 0.9810 | 0.9904 | 0.9856 | 104 |
| gla | Scottish Gaelic | 0.9608 | 0.9800 | 0.9703 | 50 |
| gle | Irish | 0.9781 | 0.9853 | 0.9817 | 136 |
| glg | Galician | 0.9198 | 0.9330 | 0.9264 | 209 |
| gos | Gronings | 0.9631 | 0.9671 | 0.9651 | 243 |
| grc | Ancient Greek | 0.9828 | 1.0000 | 0.9913 | 57 |
| grn | Guarani | 0.9810 | 0.9936 | 0.9873 | 156 |
| guc | Wayuu | 0.9556 | 1.0000 | 0.9773 | 43 |
| hau | Hausa | 0.9930 | 0.9930 | 0.9930 | 431 |
| heb | Hebrew | 1.0000 | 1.0000 | 1.0000 | 536 |
| hin | Hindi | 1.0000 | 0.9974 | 0.9987 | 391 |
| hoc | Ho | 0.9143 | 1.0000 | 0.9552 | 32 |
| hrv | Croatian | 0.6085 | 0.5652 | 0.5861 | 253 |
| hrx | Hunsrik | 0.8727 | 0.9231 | 0.8972 | 52 |
| hsb | Upper Sorbian | 0.8533 | 0.8312 | 0.8421 | 77 |
| hun | Hungarian | 0.9853 | 0.9889 | 0.9871 | 541 |
| hye | Armenian | 1.0000 | 1.0000 | 1.0000 | 225 |
| ido | Ido | 0.9731 | 0.9560 | 0.9645 | 341 |
| ile | Interlingue | 0.9386 | 0.9450 | 0.9418 | 291 |
| ilo | Ilocano | 0.9917 | 0.9677 | 0.9796 | 124 |
| ina | Interlingua | 0.9602 | 0.9775 | 0.9688 | 444 |
| ind | Indonesian | 0.8550 | 0.8305 | 0.8426 | 419 |
| isl | Icelandic | 0.9874 | 0.9931 | 0.9902 | 869 |
| ita | Italian | 0.9835 | 0.9746 | 0.9791 | 552 |
| jav | Javanese | 0.9400 | 0.9792 | 0.9592 | 48 |
| jbo | Lojban | 1.0000 | 1.0000 | 1.0000 | 402 |
| jpn | Japanese | 0.9870 | 1.0000 | 0.9935 | 531 |
| kab | Kabyle | 0.8382 | 0.9012 | 0.8686 | 506 |
| kat | Georgian | 1.0000 | 0.9885 | 0.9942 | 260 |
| kaz | Kazakh | 0.9896 | 0.9896 | 0.9896 | 192 |
| kha | Khasi | 0.9038 | 0.9400 | 0.9216 | 100 |
| khm | Khmer | 1.0000 | 1.0000 | 1.0000 | 75 |
| kmr | Northern Kurdish (Kurmancî) | 0.9881 | 0.9793 | 0.9837 | 338 |
| knc | Central Kanuri | 0.9775 | 1.0000 | 0.9886 | 174 |
| kor | Korean | 1.0000 | 0.9806 | 0.9902 | 360 |
| kzj | Coastal Kadazan | 0.9744 | 0.9580 | 0.9661 | 238 |
| lad | Ladino | 0.8154 | 0.8281 | 0.8217 | 64 |
| lat | Latin | 0.9756 | 0.9677 | 0.9717 | 496 |
| lfn | Lingua Franca Nova | 0.9745 | 0.9768 | 0.9757 | 431 |
| lij | Ligurian | 0.9556 | 0.9556 | 0.9556 | 90 |
| lin | Lingala | 0.9859 | 0.9859 | 0.9859 | 213 |
| lit | Lithuanian | 0.9903 | 0.9942 | 0.9922 | 513 |
| ltz | Luxembourgish | 0.9773 | 0.9149 | 0.9451 | 47 |
| lvs | Latvian | 0.9732 | 0.9797 | 0.9764 | 148 |
| lzh | Literary Chinese | 0.7473 | 0.9444 | 0.8344 | 72 |
| mal | Malayalam | 1.0000 | 1.0000 | 1.0000 | 44 |
| mar | Marathi | 0.9961 | 1.0000 | 0.9980 | 509 |
| mhr | Meadow Mari | 0.9899 | 0.9801 | 0.9850 | 201 |
| mkd | Macedonian | 0.9630 | 0.9447 | 0.9538 | 524 |
| mon | Mongolian | 0.9781 | 0.9710 | 0.9745 | 138 |
| mus | Muskogee (Creek) | 0.9333 | 0.9655 | 0.9492 | 29 |
| mya | Burmese | 1.0000 | 1.0000 | 1.0000 | 27 |
| nds | Low German (Low Saxon) | 0.9829 | 0.9805 | 0.9817 | 410 |
| nld | Dutch | 0.9681 | 0.9810 | 0.9745 | 526 |
| nnb | Nande | 0.9896 | 0.9845 | 0.9870 | 387 |
| nno | Norwegian Nynorsk | 0.9551 | 0.9685 | 0.9617 | 571 |
| nob | Norwegian Bokmål | 0.9280 | 0.9168 | 0.9224 | 914 |
| nst | Naga (Tangshang) | 1.0000 | 1.0000 | 1.0000 | 39 |
| nus | Nuer | 0.9903 | 1.0000 | 0.9951 | 102 |
| oci | Occitan | 0.9795 | 0.9598 | 0.9696 | 249 |
| orv | Old East Slavic | 0.9846 | 1.0000 | 0.9922 | 64 |
| oss | Ossetian | 0.9891 | 0.9963 | 0.9927 | 272 |
| ota | Ottoman Turkish | 0.9469 | 0.9727 | 0.9596 | 110 |
| pam | Kapampangan | 0.9865 | 0.9733 | 0.9799 | 75 |
| pcd | Picard | 0.9552 | 0.9697 | 0.9624 | 66 |
| pes | Persian | 0.9934 | 0.9956 | 0.9945 | 454 |
| pms | Piedmontese | 0.9268 | 0.9744 | 0.9500 | 39 |
| pol | Polish | 0.9886 | 0.9886 | 0.9886 | 525 |
| por | Portuguese | 0.9669 | 0.9686 | 0.9677 | 542 |
| prg | Old Prussian | 0.9800 | 0.9608 | 0.9703 | 51 |
| rhg | Rohingya | 0.9890 | 1.0000 | 0.9945 | 180 |
| rom | Romani | 0.9535 | 0.8913 | 0.9213 | 46 |
| ron | Romanian | 0.9870 | 0.9785 | 0.9827 | 465 |
| run | Kirundi | 0.9871 | 0.9746 | 0.9808 | 236 |
| rus | Russian | 0.9671 | 0.9796 | 0.9733 | 540 |
| sah | Yakut | 1.0000 | 1.0000 | 1.0000 | 48 |
| sat | Santali | 1.0000 | 1.0000 | 1.0000 | 171 |
| sdh | Southern Kurdish | 0.9808 | 0.9107 | 0.9444 | 56 |
| shi | Tashelhit | 0.9779 | 0.9172 | 0.9466 | 145 |
| slk | Slovak | 0.9235 | 0.9421 | 0.9327 | 397 |
| slv | Slovenian | 0.7544 | 0.8958 | 0.8190 | 48 |
| sma | Southern Sami | 0.9600 | 0.9600 | 0.9600 | 100 |
| sme | Northern Sami | 1.0000 | 0.9901 | 0.9950 | 505 |
| smj | Lule Sami | 0.9860 | 1.0000 | 0.9930 | 493 |
| smn | Inari Sami | 0.9950 | 0.9950 | 0.9950 | 200 |
| sms | Skolt Sami | 0.9850 | 0.9899 | 0.9875 | 199 |
| spa | Spanish | 0.9779 | 0.9619 | 0.9698 | 551 |
| sqi | Albanian | 0.9683 | 0.9839 | 0.9760 | 124 |
| srp | Serbian | 0.8347 | 0.8313 | 0.8330 | 492 |
| swc | Congo Swahili | 0.8750 | 0.8594 | 0.8671 | 448 |
| swe | Swedish | 0.9809 | 0.9839 | 0.9824 | 991 |
| swg | Swabian | 0.9898 | 0.9604 | 0.9749 | 101 |
| swh | Swahili | 0.6946 | 0.7382 | 0.7157 | 191 |
| tat | Tatar | 0.9817 | 0.9843 | 0.9830 | 382 |
| tgl | Tagalog | 0.9830 | 0.9830 | 0.9830 | 412 |
| tha | Thai | 1.0000 | 1.0000 | 1.0000 | 220 |
| thv | Tahaggart Tamahaq | 0.7241 | 0.8400 | 0.7778 | 25 |
| tig | Tigre | 1.0000 | 1.0000 | 1.0000 | 181 |
| tlh | Klingon | 1.0000 | 1.0000 | 1.0000 | 439 |
| tok | Toki Pona | 1.0000 | 1.0000 | 1.0000 | 495 |
| tpw | Old Tupi | 0.8929 | 0.9615 | 0.9259 | 26 |
| tuk | Turkmen | 0.9890 | 0.9711 | 0.9800 | 277 |
| tur | Turkish | 0.9872 | 0.9659 | 0.9764 | 558 |
| uig | Uyghur | 0.9966 | 0.9933 | 0.9950 | 299 |
| ukr | Ukrainian | 0.9813 | 0.9850 | 0.9831 | 532 |
| urd | Urdu | 1.0000 | 0.9914 | 0.9957 | 116 |
| uzb | Uzbek | 0.8200 | 0.9762 | 0.8913 | 42 |
| vie | Vietnamese | 0.9977 | 0.9977 | 0.9977 | 426 |
| vol | Volapük | 0.9862 | 0.9908 | 0.9885 | 217 |
| war | Waray | 0.9505 | 0.9796 | 0.9648 | 98 |
| wuu | Shanghainese | 0.8364 | 0.9275 | 0.8796 | 193 |
| xal | Kalmyk | 0.9302 | 0.9756 | 0.9524 | 41 |
| xmf | Mingrelian | 0.7419 | 0.8519 | 0.7931 | 27 |
| yid | Yiddish | 0.9971 | 1.0000 | 0.9986 | 348 |
| yue | Cantonese | 0.9195 | 0.9877 | 0.9524 | 243 |
| zgh | Standard Moroccan Tamazight | 0.9873 | 0.9873 | 0.9873 | 158 |
| zlm | Malay (Vernacular) | 0.8605 | 0.9024 | 0.8810 | 82 |
| zsm | Malay | 0.7782 | 0.7921 | 0.7851 | 279 |
| zza | Zaza | 0.9294 | 0.9294 | 0.9294 | 85 |
| Accuracy | | | | 0.9620 | 44049 |
| Weighted avg | | 0.9627 | 0.9620 | 0.9621 | 44049 |
| Macro avg | | 0.9434 | 0.9528 | 0.9476 | 44049 |
### `nordic-lid.ftz`
The small models are quantized versions of the large versions using a cutoff of 50,000 words and ngrams and quantizing the norm separately.
| ISO-639-3 | Language | Precision | Recall | F1-Score | Support |
|:-------------|:------------------|------------:|---------:|-----------:|----------:|
| dan | Danish | 0.9700 | 0.9838 | 0.9768 | 493 |
| eng | English | 0.9980 | 0.9940 | 0.9960 | 502 |
| fao | Faroese | 0.9920 | 0.9920 | 0.9920 | 500 |
| fin | Finnish | 1.0000 | 1.0000 | 1.0000 | 500 |
| isl | Icelandic | 0.9880 | 0.9920 | 0.9900 | 498 |
| nno | Norwegian Nynorsk | 0.9880 | 0.9841 | 0.9860 | 502 |
| nob | Norwegian Bokmål | 0.9860 | 0.9705 | 0.9782 | 508 |
| sma | Southern Sami | 0.9800 | 0.9703 | 0.9751 | 101 |
| sme | Northern Sami | 1.0000 | 0.9921 | 0.9960 | 504 |
| smj | Lule Sami | 0.9920 | 0.9940 | 0.9930 | 499 |
| smn | Inari Sami | 0.9950 | 1.0000 | 0.9975 | 199 |
| sms | Skolt Sami | 0.9850 | 0.9949 | 0.9899 | 198 |
| swe | Swedish | 0.9820 | 0.9899 | 0.9859 | 496 |
| Accuracy | | | | 0.9895 | 5500 |
| Weighted avg | | 0.9895 | 0.9895 | 0.9895 | 5500 |
| Macro avg | | 0.9889 | 0.9890 | 0.9890 | 5500 |
### `nordic-lid.159.ftz`
Scores for the 159 languages (compressed model)
| ISO-639-3 | Language | Precision | Recall | F1-Score | Support |
|:-------------|:----------------------------|------------:|---------:|-----------:|----------:|
| afr | Afrikaans | 0.9529 | 0.9333 | 0.9430 | 195 |
| ara | Arabic | 0.9708 | 0.9191 | 0.9443 | 507 |
| arq | Algerian Arabic | 0.8783 | 0.8783 | 0.8783 | 115 |
| arz | Egyptian Arabic | 0.5439 | 0.8378 | 0.6596 | 37 |
| asm | Assamese | 0.9828 | 0.9448 | 0.9634 | 181 |
| avk | Kotava | 0.9843 | 0.9792 | 0.9817 | 192 |
| aze | Azerbaijani | 0.9582 | 0.9828 | 0.9703 | 233 |
| bel | Belarusian | 0.9919 | 0.9683 | 0.9799 | 378 |
| ben | Bengali | 0.9574 | 0.9868 | 0.9719 | 228 |
| ber | Berber | 0.8495 | 0.7928 | 0.8202 | 584 |
| bos | Bosnian | 0.1429 | 0.2264 | 0.1752 | 53 |
| bre | Breton | 0.9507 | 0.9712 | 0.9609 | 278 |
| bua | Buryat | 0.9333 | 0.9333 | 0.9333 | 45 |
| bul | Bulgarian | 0.9351 | 0.9457 | 0.9404 | 442 |
| cat | Catalan | 0.9406 | 0.9406 | 0.9406 | 303 |
| cbk | Chavacano | 0.9552 | 0.9624 | 0.9588 | 133 |
| ceb | Cebuano | 0.8718 | 0.8500 | 0.8608 | 80 |
| ces | Czech | 0.9586 | 0.9548 | 0.9567 | 509 |
| chv | Chuvash | 1.0000 | 0.9647 | 0.9820 | 85 |
| ckb | Central Kurdish (Soranî) | 0.9640 | 0.9748 | 0.9694 | 357 |
| ckt | Chukchi | 0.9615 | 1.0000 | 0.9804 | 25 |
| cmn | Mandarin Chinese | 0.9667 | 0.8165 | 0.8853 | 605 |
| cor | Cornish | 0.9780 | 0.9674 | 0.9727 | 184 |
| csb | Kashubian | 0.9574 | 1.0000 | 0.9783 | 45 |
| cym | Welsh | 0.9625 | 0.9506 | 0.9565 | 81 |
| dan | Danish | 0.9281 | 0.9355 | 0.9318 | 993 |
| deu | German | 0.9853 | 0.9781 | 0.9817 | 549 |
| dsb | Lower Sorbian | 0.8889 | 0.8276 | 0.8571 | 58 |
| dtp | Central Dusun | 0.8741 | 0.9470 | 0.9091 | 132 |
| ell | Greek | 0.9958 | 0.9937 | 0.9947 | 476 |
| eng | English | 0.9886 | 0.9876 | 0.9881 | 1050 |
| epo | Esperanto | 0.9853 | 0.9818 | 0.9835 | 548 |
| est | Estonian | 0.9489 | 0.9766 | 0.9625 | 171 |
| eus | Basque | 0.9844 | 0.9583 | 0.9712 | 264 |
| fao | Faroese | 0.9780 | 0.9819 | 0.9800 | 498 |
| fin | Finnish | 0.9922 | 0.9724 | 0.9822 | 1050 |
| fkv | Kven Finnish | 0.5385 | 0.7368 | 0.6222 | 19 |
| fra | French | 0.9871 | 0.9728 | 0.9799 | 552 |
| frr | North Frisian | 0.9640 | 0.9640 | 0.9640 | 139 |
| fry | Frisian | 0.7097 | 0.8462 | 0.7719 | 26 |
| gcf | Guadeloupean Creole French | 0.9714 | 0.9808 | 0.9761 | 104 |
| gla | Scottish Gaelic | 0.9608 | 0.9608 | 0.9608 | 51 |
| gle | Irish | 0.9489 | 0.9924 | 0.9701 | 131 |
| glg | Galician | 0.8868 | 0.9082 | 0.8974 | 207 |
| gos | Gronings | 0.9426 | 0.9544 | 0.9485 | 241 |
| grc | Ancient Greek | 0.9483 | 0.9483 | 0.9483 | 58 |
| grn | Guarani | 0.9684 | 0.9935 | 0.9808 | 154 |
| guc | Wayuu | 0.9333 | 1.0000 | 0.9655 | 42 |
| hau | Hausa | 0.9861 | 0.9884 | 0.9872 | 430 |
| heb | Hebrew | 0.9981 | 0.9907 | 0.9944 | 540 |
| hin | Hindi | 0.9974 | 0.9898 | 0.9936 | 393 |
| hoc | Ho | 0.8571 | 1.0000 | 0.9231 | 30 |
| hrv | Croatian | 0.6766 | 0.5911 | 0.6310 | 269 |
| hrx | Hunsrik | 0.8545 | 0.9216 | 0.8868 | 51 |
| hsb | Upper Sorbian | 0.8400 | 0.8182 | 0.8289 | 77 |
| hun | Hungarian | 0.9816 | 0.9852 | 0.9834 | 541 |
| hye | Armenian | 1.0000 | 1.0000 | 1.0000 | 225 |
| ido | Ido | 0.9672 | 0.9501 | 0.9586 | 341 |
| ile | Interlingue | 0.9352 | 0.9547 | 0.9448 | 287 |
| ilo | Ilocano | 0.9917 | 0.9600 | 0.9756 | 125 |
| ina | Interlingua | 0.9580 | 0.9558 | 0.9569 | 453 |
| ind | Indonesian | 0.8231 | 0.8034 | 0.8131 | 417 |
| isl | Icelandic | 0.9805 | 0.9885 | 0.9845 | 867 |
| ita | Italian | 0.9817 | 0.9555 | 0.9684 | 562 |
| jav | Javanese | 0.9400 | 0.9792 | 0.9592 | 48 |
| jbo | Lojban | 1.0000 | 0.9975 | 0.9988 | 403 |
| jpn | Japanese | 0.9684 | 0.9981 | 0.9830 | 522 |
| kab | Kabyle | 0.7702 | 0.8516 | 0.8089 | 492 |
| kat | Georgian | 1.0000 | 0.9847 | 0.9923 | 261 |
| kaz | Kazakh | 0.9792 | 0.9843 | 0.9817 | 191 |
| kha | Khasi | 0.8942 | 0.9300 | 0.9118 | 100 |
| khm | Khmer | 1.0000 | 0.9868 | 0.9934 | 76 |
| kmr | Northern Kurdish (Kurmancî) | 0.9791 | 0.9647 | 0.9719 | 340 |
| knc | Central Kanuri | 0.9775 | 0.9943 | 0.9858 | 175 |
| kor | Korean | 0.9972 | 0.9778 | 0.9874 | 360 |
| kzj | Coastal Kadazan | 0.9658 | 0.9378 | 0.9516 | 241 |
| lad | Ladino | 0.7538 | 0.8033 | 0.7778 | 61 |
| lat | Latin | 0.9614 | 0.9594 | 0.9604 | 493 |
| lfn | Lingua Franca Nova | 0.9722 | 0.9611 | 0.9666 | 437 |
| lij | Ligurian | 0.8778 | 0.9753 | 0.9240 | 81 |
| lin | Lingala | 0.9859 | 0.9677 | 0.9767 | 217 |
| lit | Lithuanian | 0.9864 | 0.9864 | 0.9864 | 515 |
| ltz | Luxembourgish | 0.9773 | 0.9149 | 0.9451 | 47 |
| lvs | Latvian | 0.9597 | 0.9662 | 0.9630 | 148 |
| lzh | Literary Chinese | 0.6593 | 0.8108 | 0.7273 | 74 |
| mal | Malayalam | 1.0000 | 1.0000 | 1.0000 | 44 |
| mar | Marathi | 0.9902 | 0.9980 | 0.9941 | 507 |
| mhr | Meadow Mari | 0.9899 | 0.9752 | 0.9825 | 202 |
| mkd | Macedonian | 0.9397 | 0.9253 | 0.9324 | 522 |
| mon | Mongolian | 0.9781 | 0.9571 | 0.9675 | 140 |
| mus | Muskogee (Creek) | 0.9000 | 0.9643 | 0.9310 | 28 |
| mya | Burmese | 1.0000 | 1.0000 | 1.0000 | 27 |
| nds | Low German (Low Saxon) | 0.9829 | 0.9687 | 0.9757 | 415 |
| nld | Dutch | 0.9644 | 0.9735 | 0.9689 | 528 |
| nnb | Nande | 0.9870 | 0.9896 | 0.9883 | 384 |
| nno | Norwegian Nynorsk | 0.9499 | 0.9632 | 0.9565 | 571 |
| nob | Norwegian Bokmål | 0.9324 | 0.9073 | 0.9197 | 928 |
| nst | Naga (Tangshang) | 1.0000 | 0.9750 | 0.9873 | 40 |
| nus | Nuer | 0.9903 | 1.0000 | 0.9951 | 102 |
| oci | Occitan | 0.9631 | 0.9476 | 0.9553 | 248 |
| orv | Old East Slavic | 0.9538 | 0.9254 | 0.9394 | 67 |
| oss | Ossetian | 0.9818 | 0.9926 | 0.9872 | 271 |
| ota | Ottoman Turkish | 0.9204 | 0.9455 | 0.9327 | 110 |
| pam | Kapampangan | 0.9730 | 0.9600 | 0.9664 | 75 |
| pcd | Picard | 0.9254 | 0.9688 | 0.9466 | 64 |
| pes | Persian | 0.9846 | 0.9868 | 0.9857 | 454 |
| pms | Piedmontese | 0.9024 | 0.9487 | 0.9250 | 39 |
| pol | Polish | 0.9867 | 0.9885 | 0.9876 | 524 |
| por | Portuguese | 0.9595 | 0.9577 | 0.9586 | 544 |
| prg | Old Prussian | 0.9800 | 0.9423 | 0.9608 | 52 |
| rhg | Rohingya | 0.9835 | 0.9835 | 0.9835 | 182 |
| rom | Romani | 0.9302 | 0.8511 | 0.8889 | 47 |
| ron | Romanian | 0.9783 | 0.9762 | 0.9772 | 462 |
| run | Kirundi | 0.9871 | 0.9426 | 0.9644 | 244 |
| rus | Russian | 0.9561 | 0.9757 | 0.9658 | 536 |
| sah | Yakut | 0.9792 | 1.0000 | 0.9895 | 47 |
| sat | Santali | 0.9942 | 1.0000 | 0.9971 | 170 |
| sdh | Southern Kurdish | 0.8462 | 0.8627 | 0.8544 | 51 |
| shi | Tashelhit | 0.9706 | 0.8980 | 0.9329 | 147 |
| slk | Slovak | 0.9111 | 0.9318 | 0.9213 | 396 |
| slv | Slovenian | 0.7018 | 0.9302 | 0.8000 | 43 |
| sma | Southern Sami | 0.9500 | 0.9406 | 0.9453 | 101 |
| sme | Northern Sami | 1.0000 | 0.9843 | 0.9921 | 508 |
| smj | Lule Sami | 0.9840 | 0.9980 | 0.9909 | 493 |
| smn | Inari Sami | 0.9850 | 0.9949 | 0.9899 | 198 |
| sms | Skolt Sami | 0.9700 | 0.9848 | 0.9773 | 197 |
| spa | Spanish | 0.9613 | 0.9560 | 0.9586 | 545 |
| sqi | Albanian | 0.9603 | 0.9680 | 0.9641 | 125 |
| srp | Serbian | 0.8122 | 0.8106 | 0.8114 | 491 |
| swc | Congo Swahili | 0.8500 | 0.8367 | 0.8433 | 447 |
| swe | Swedish | 0.9759 | 0.9778 | 0.9768 | 992 |
| swg | Swabian | 0.9796 | 0.9320 | 0.9552 | 103 |
| swh | Swahili | 0.6650 | 0.7068 | 0.6853 | 191 |
| tat | Tatar | 0.9739 | 0.9816 | 0.9777 | 380 |
| tgl | Tagalog | 0.9709 | 0.9732 | 0.9721 | 411 |
| tha | Thai | 1.0000 | 1.0000 | 1.0000 | 220 |
| thv | Tahaggart Tamahaq | 0.6552 | 0.7600 | 0.7037 | 25 |
| tig | Tigre | 1.0000 | 1.0000 | 1.0000 | 181 |
| tlh | Klingon | 0.9977 | 0.9955 | 0.9966 | 440 |
| tok | Toki Pona | 1.0000 | 1.0000 | 1.0000 | 495 |
| tpw | Old Tupi | 0.8214 | 0.8846 | 0.8519 | 26 |
| tuk | Turkmen | 0.9779 | 0.9708 | 0.9744 | 274 |
| tur | Turkish | 0.9780 | 0.9604 | 0.9691 | 556 |
| uig | Uyghur | 0.9933 | 0.9900 | 0.9916 | 299 |
| ukr | Ukrainian | 0.9682 | 0.9700 | 0.9691 | 533 |
| urd | Urdu | 1.0000 | 0.9914 | 0.9957 | 116 |
| uzb | Uzbek | 0.8000 | 0.9756 | 0.8791 | 41 |
| vie | Vietnamese | 0.9977 | 0.9977 | 0.9977 | 426 |
| vol | Volapük | 0.9862 | 0.9817 | 0.9840 | 219 |
| war | Waray | 0.9208 | 0.9688 | 0.9442 | 96 |
| wuu | Shanghainese | 0.8037 | 0.9053 | 0.8515 | 190 |
| xal | Kalmyk | 0.9070 | 0.9512 | 0.9286 | 41 |
| xmf | Mingrelian | 0.6774 | 0.8400 | 0.7500 | 25 |
| yid | Yiddish | 0.9828 | 0.9942 | 0.9885 | 345 |
| yue | Cantonese | 0.8314 | 0.9688 | 0.8948 | 224 |
| zgh | Standard Moroccan Tamazight | 0.9873 | 0.9873 | 0.9873 | 158 |
| zlm | Malay (Vernacular) | 0.8488 | 0.8588 | 0.8538 | 85 |
| zsm | Malay | 0.7465 | 0.7544 | 0.7504 | 281 |
| zza | Zaza | 0.8824 | 0.9146 | 0.8982 | 82 |
| Accuracy | | | | 0.9513 | 44049 |
| Weighted avg | | 0.9529 | 0.9513 | 0.9518 | 44049 |
| Macro avg | | 0.9275 | 0.9399 | 0.9327 | 44049 |