tech_ai
4/2/2026
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AI Fights for Cantonese as Mandarin Dominance and Data Scarcity Loom

AI Fights for Cantonese as Mandarin Dominance and Data Scarcity Loom
AI-Generated Summary

A linguistic shift is underway as Mandarin gradually replaces Cantonese, a trend mirrored in the digital world where artificial intelligence models are failing to keep pace. The world's leading AI systems are predominantly trained on English data, creating significant challenges for languages with less digital content. This data scarcity means even major languages like Cantonese risk falling further behind, as machines struggle with translation nuances and cultural context that are intuitive to human speakers. Jacky Chan, founder of Hong Kong-based Votee AI, highlights specific challenges such as translating terms like 'dim sum' into English. Machines often produce unnatural translations that lack the cultural authenticity a human translator would provide. 'When you see it, you know it's not something a human writes,' Chan notes, emphasizing the translation troubles that form a growing list of issues for today's AI models which are strongest in English. In response, Votee AI has developed a specialized Cantonese large language model to address these deficiencies. The company, which has a decade of experience helping local companies with research, recognized that most existing LLMs can't handle Cantonese well due to its fundamental differences from Mandarin and English. Votee now aims to replicate its model for other low-resource languages in Southeast Asia and Africa, positioning itself as an 'OpenAI for neglected languages' and opening generative AI to underserved parts of the world.

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Sources

Mandarin is replacing Cantonese. Offbeat AI fights back as Big Tech looks away | South China Morning Post

www.scmp.com
50%

Hong Kong-based tech firm Votee AI aims to replicate its model for other low-resource languages in Southeast Asia and Africa.

AI Models Struggle with Non-English Languages Due to Data Scarcity

www.ainvest.com
50%

The world's leading AI models are predominantly trained in English, which poses significant challenges for languages with less digital content, such as Cantonese. Jacky Chan, the founder of Votee, highlights the difficulty in translating terms like "dim sum" into English, as machines struggle ...

The world’s best AI models operate in English. Other languages—even major ones like Cantonese—risk falling further behind | Fortune

fortune.com
50%

But words like “dim sum” are ... a Cantonese large language model last year through his startup Votee. It might be obvious to a human translator what words are loanwords and which need direct translation. Yet it’s less intuitive for machines. “It’s not natural enough,” Chan says. “When you see it, you know it’s not something a human writes.” · Translation troubles are part of a growing list of issues when today’s AI models, strongest ...

How Votee built an ‘OpenAI for neglected languages’

www.thestack.technology
50%

It's totally different, and we found most of the existing LLMs can't handle Cantonese well.” · The opportunity to open generative AI up to underserved parts of the world, starting in Votee’s home turf of Hong Kong, was clear, and the company’s decade of helping local companies do research ...

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