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New Tool Translates Tricky Languages With AI

WNWNIAI Newsroom 1 min read(updated 11 September 2026)
Reviewed by the WNIAI Newsroom · Independent Australian AI coverage
New Tool Translates Tricky Languages With AI — illustrative image
Image: Github.com

We often hear about AI doing amazing things, and sometimes it's the more specific applications that truly make a difference. Today, we're looking at an open-source project called 'Indicate' that's tackling a very particular language challenge: transliterating Indic languages.

What does 'transliterate' mean? It's not quite a full translation. Instead, it's about converting words from one writing system to another while keeping the sound similar. Think of writing a Hindi word using English letters. Indicate aims to do this really well for languages like Hindi, Bengali, Tamil, and many others, bridging the gap between their unique scripts and more widely used alphabets like English.

The project uses a combination of older, proven AI methods (PyTorch models) and the newer, more powerful Large Language Models (LLMs). LLMs are those smart AIs, like ChatGPT, that understand and generate human-like text. By using both, Indicate hopes to achieve high accuracy, which is crucial when dealing with complex language structures.

While this might seem niche, it has a broader impact. For Aussies dealing with international business partners, or even just engaging with diverse communities, clear communication is key. Tools like Indicate, even if they operate behind the scenes, can help break down language barriers. It highlights how AI isn't just about general chatbots, but also very specific, practical solutions that make the world a bit smaller and more understandable.

Why it matters

For Australian businesses and individuals interacting with South Asian communities, this kind of technology can help bridge communication gaps, making names and terms more accessible. It’s about making connections smoother and understanding clearer in a diverse world.

#ai tools#language ai#translation#communication#global business#open source#ai for good

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