nlp

Harmony supports over 8 languages!

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Harmony supports over 8 languages!

Привет Гармония! 哈莫尼可以让中英文和谐! שלום הרמוני Harmony peut aussi harmoniser les instruments en français.

We’re happy to share some exciting news with you. Harmony now supports at least 8 languages: Portuguese, French, German, Spanish, Russian, Chinese, and Hebrew. This means that you can use Harmony to compare and harmonise questionnaire data across studies that are written in different languages.

I evaluated Harmony’s ability to match the GAD-7 in 11 languages to the English version. I found that Harmony was able to achieve >95% AUC for 7 of the 11 non-English languages.

Multilingual AUCs

You can follow my working in the experiments repo in our Github.

Multilingual GAD-7

More about Harmony

Harmony is a data harmonisation project that uses Natural Language Processing to help researchers make better use of existing data from different studies by supporting them with the harmonisation of various measures and items used in different studies. Harmony is a collaboration project between Ulster University, University College London, the Universidade Federal de Santa Maria, and Fast Data Science.

Harmony can help you with the following tasks:

• Find the best match for a set of items from a pool of existing questionnaires

• Compare the compatibility of different versions of the same questionnaire

• Translate questionnaire items from one language to another

• Generate harmonised items that capture similar concepts or culturally specific concepts across languages

Harmony is easy to use and accessible online. You can upload your own questionnaires or use the ones available in the Harmony database. You can also choose the language of your input and output items. Harmony will then analyse the semantic similarity and linguistic quality of the items and provide you with a list of possible matches and suggestions for harmonisation.

By supporting multiple languages, Harmony can also help you reach a wider audience and collaborate with researchers from different countries and cultures. Harmony is constantly being updated and improved to provide you with the best service possible.

If you are interested in using Harmony or learning more about it, please visit the Harmony website or contact us. We would love to hear from you and get your feedback on our tool.

Reiwa in Japanese

The Japanese characters above are pronounced “reiwa” and mean “beautiful harmony”. Reiwa is the name of the current era in the Japanese official calendar, corresponding to Emperor Naruhito’s reign as 126th Emperor of Japan, which began in 2019. The second character, , signifies “peaceful” or “harmonious” in both Chinese and Japanese. In Chinese it’s pronounced “hé”, and in Japanese, “wa”, as well as many other pronunciations.

Related Posts

Integrating with Harmony

Integrating with Harmony

Sending data from another website to Harmony using Javascript We have exposed functionality for external websites to integrate with Harmony and add an “import to Harmony” button, either generated in Javascript or in Python. Create an Instrument object with at least an instrument_name and questions property in JSON - the questions must have a question_no and question_text properties eg: { "instrument_name": "Smoking behaviour", "questions": [ { "question_no": "1", "question_text": "Do you currently smoke or have you ever smoked?

Pydata on 2 July

Pydata on 2 July

Harmony at PyData London - 86th Meetup Update: you can download the slides from the presentation here Topic: NLP and generative models for psychology research Thomas Wood will present our work on Harmony, harmonydata.ac.uk, which is a free online tool that uses generative AI and LLMs to help psychologists analyse datasets. It uses Python, Pandas and HuggingFace Sentence Transformers to find similarities between questionnaires. Psychologists and social scientists often have to match items in different questionnaires, such as “I often feel anxious” and “Feeling nervous, anxious or afraid”.

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