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This project is funded by the European Union.

Case studies

In this section, we list some language technology-related initiatives and works that we deem exemplary or inspiring for endangered and minority languages. We will start with describing the project which gave fruit to this document “Judeo-Spanish: Connecting the two ends of the Mediterranean” and continue with projects that involve Anatolian, Iberian and African languages.

Judeo-Spanish: Connecting the two ends of the Mediterranean

Col·lectivaT and Sephardic Centre of Istanbul have come together for this project to carry out a diverse set of activities ranging from social media content creation to development of advanced language technology that assist Judeo-Spanish (Ladino) to the digital age. It also aimed to form awareness on this language as a common heritage between Turkey and Spain.

Creation of audio-visual content for social media

The project created short language learning videos that would help gain visibility in social-media platforms and attract young generations to learn Ladino. In these short videos, a Judeo-Spanish phrase is presented with its translation in Turkish, English and Spanish with an audio helping to learn its pronuciation.

Fraza del diya segments from SKAD's instagram page

Promoting Ladino on SKAD’s instagram page with Fraza del diya (One sentence a day) videos

Ladino Data Hub and open language datasets

The project launched Ladino Data Hub which will act as a centralized web archive dedicated to host Ladino language data and other resources that help document Sephardic culture. It aims to enable researchers, journalists from all over the world to access and share datasets that would help boost research and development for Ladino.

Ladino data hub entry page with three of the datasets related to Ladino language

Ladino Data Hub hosts data related to Ladino and Sephardic culture

The project created and repackaged already existing datasets and shared in this portal. These are:

Web application for machine translation and speech synthesis

The final and most important output of the project is a web application that is able to translate between Ladino and three related languages Turkish, Spanish and English. The objective is to help language learners, researchers and linguists who want to study Judeo-Spanish. The machine translation back-end was built with the help of a rule based machine translation system that can convert from Spanish to Ladino, getting use of the similar syntax between languages but changing ortography and vocabulary with a set of rules derived from dictionaries and grammar books. The web app is also able to synthesize Ladino sentences with a TTS application which was built with the TTS training dataset.

Ladino translation web app with speech synthesis translating the sentence "Sara yemek pişirmeyi sevmez. Her zaman yemekleri yakar." to "A Sara no le plaze gizar. Siempre kema la komida."

Ladino translation web app with speech synthesis

The web application also allows contribution of parallel data. Users can load a random sentence and submit their corrected translation in order to extend the parallel data for Ladino.


For a detailed technical report of this project, please refer the paper “Preparing an Endangered Language for the Digital Age: The Case of Judeo-Spanish” presented in the Workshop on Resources and Technologies for Indigenous, Endangered and Lesser-resourced Languages in Eurasia (EURALI): Link to be placed soon

Grassroots NLP communities

Against the NLP research focusing on a handful of languages, grassroots research communities organize together to bring the world’s languages into the forefront of technology. Two examples of these initiatives are Masakhane and Turkic Interlingua.

As defined in their web-page, “Masakhane is a grassroots organisation whose mission is to strengthen and spur NLP research in African languages, for Africans, by Africans.” It’s an open-for-all initiative for “building together” as the meaning of their name suggests. Many concurrent activities take place by African and non-African researchers all over the world with the objective of representing the 2000 languages of Africa in language technology research. Some highlighting work from Masakhane are:

Masakhane also organizes annual workshops for publishing research related to African NLP and participates in data collection funds like Lacuna.

Turkic Interlingua (TIL) is a “community of researchers, engineers, language enthusiasts and community leaders whose mission is to develop language technologies (from spell checkers to translation models), collect diverse datasets, and explore linguistic phenomena through the lens of academic research for Turkic languages” like Altai, Azerbaijani, Bashkir, Shor, Crimean Tatar, Chuvash, Gagauz, Karakalpak, Khakas, Kazakh, Karachay-Balkar, Kumyk, Kirghiz, Sakha (Yakut), Salar, Turkmen, Turkish, Tatar, Tuvinian, Uighur, Urum, and Uzbek.

Common Voice campaigns

Various language communities have embarked on mobilizing participation into Common Voice. These initiatives are prepared by groups ranging from single individuals to local governments. Some examples are:

We also would like to give a special mention to the Catalan community for their contribution to Common Voice. Being a stateless minority language in Spain, it’s the 4th largest language (as of May 2022) in Common Voice thanks to the amazing contributions by activists and also a mobilization campaign by the AI initiative of Catalan local government.

Billboard with "It's time the Internet speaks Catalan" being displayed on New York's Times Square

Billboard with “It’s time the Internet speaks Catalan” being displayed on New York’s Times Square (photo by Aina Martí)

Other initiatives

Some other initiatives worth mentioning:


This document was created with the financial support of the European Union. The content of this website is the sole responsibility of Col·lectivaT and SKAD and does not necessarily reflect the views of the European Union.