Unimorph_Inflect is a python library that provides pre-trained models for word-level morphological inflection for more than 50 languages. The models are trained on all data from Unimorph (excluding between 1--5% of them that we used as a development set).
Please checkout the project's PyPI page and the source code in order to find details on download, setup, and basic usage.
The models are based on our paper on Pushing the Limits of Low-Resource Morphological Inflection, presented at EMNLP 2019.
The supported languages and tagsets with the accuracy we obtained on the held-out development set are shown here. Here's also a color-coded map.
| Language | ISO code | Supported POS | Dev Accuracy |
|---|---|---|---|
| Adyghe | ady | N, ADJ | 90.0 |
| Ancient Greek | grc | N, ADJ | 89.0 |
| Armenian | hye | V, N, ADJ | 98.9 |
| Albanian | sqi | V, N, | 69.0 |
| Asturian | ast | V, N, ADJ | 99.0 |
| Arabic | ara | V, N, ADJ | 23.0 |
| Bashkir | bak | N, ADJ | 81.0 |
| Basque | eus | V | 48.0 |
| Belarusian | bel | V, N, ADJ | 91.0 |
| Bulgarian | bul | V, N, ADJ | 99.0 |
| Catalan | cat | V | 100 |
| Czech | ces | V, N, ADJ | 94.0 |
| Danish | dan | N, ADJ | 82.0 |
| Dutch | nld | N, ADJ | 98.0 |
| English | eng | V | 97.0 |
| Estonian | est | V, N | 84.0 |
| Faroese | fao | V, N, ADJ | 95.0 |
| Farsi | fas | V | 93.0 |
| French | fra | V | 97.0 |
| Galician | gal | V, | 100 |
| German | deu | V, N | 100 |
| Georgian | kat | V, N, ADJ | 100 |
| Greek | ell | V, N, ADJ | 84.0 |
| Hebrew | heb | V, N | 90.0 |
| Hindi | hin | V | 78.0 |
| Hungarian | hun | V, N | 97.2 |
| Irish | gle | V | 85.6 |
| Icelandic | isl | V, N | 93.0 |
| Italian | ita | V | 99.2 |
| Latvian | lav | V, N, ADJ | 99.0 |
| Lithuanian | lit | V, N, ADJ | 96.0 |
| Lower Sorbian | dsb | V, N, ADJ | 94.0 |
| Makedonian | mkd | V, N, ADJ | 100 |
| Navajo | nav | N, ADJ | 90.0 |
| North Sami | sme | V, N, ADJ | 95.0 |
| Norwegian Bokmål | nob | V, N, ADJ | 77.0 |
| Old English | ang | V, N, ADJ | 84.0 |
| Old Saxon | osx | V, N, ADJ | 93.0 |
| Polish | pol | V, N, ADJ | 95.0 |
| Portuguese | por | V, N, ADJ | 100 |
| Quechua | que | V, N, ADJ | 32.0 |
| Romanian | ron | V, N, ADJ | 83.0 |
| Russian | rus | V, N, ADJ | 94.0 |
| Sanskrit | san | N, ADJ | 79.0 |
| Serbocroatian | hbs | V, N, ADJ | 92.7 |
| Slovenian | slv | V, N, ADJ | 97.0 |
| Spanish | spa | V | 100 |
| Swahili | swc | V, N, ADJ | 66.0 |
| Swedish | swe | V, N, ADJ | 96.0 |
| Turkish | tur | V, N, ADJ | 84.2 |
| Ukranian | ukr | V, N, ADJ | 97.0 |
| Urdu | urd | V, N | 71.0 |
| Welsh | cym | V | 97.0 |
| Venetian | vec | V | 98.0 |
| Zulu | zul | V, N, ADJ | 87.0 |