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「12K Views」Became 12 Million in English: One Number-Conversion Rule Cut Unit Errors from 5 a Week to 1

ChaiChai·2026-10-25
Nest Article #465

「12K Views」Became 12 Million in English: One Number-Conversion Rule Cut Unit Errors from 5 a Week to 1

Our translation bot turned a number in the Korean 10,000-based system into an English figure that was off by a factor of a thousand. One rule (expand to digits first) plus three examples nearly eliminated unit errors across four languages.

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🪺 Bella's Nest Article

A Number Jumped by a Factor of a Thousand

One day our translation bot was turning a card-news caption into four languages. The Korean source said 「조회수 1만 2천 돌파」, meaning 12,000 views. The English version came out as 「12 million views」, a thousand times too big. Luckily the review bot caught it right before posting.

Why It Happened

Korean and Chinese group numbers by 10,000 (만 / 萬 / 万), while English groups them by thousands. The bot saw 「만」 and thought of million, then lost the trailing 「2천」 in the place-value math. Traditional and Simplified Chinese both have 萬/万, so they looked fine, and we noticed late that only English was wrong.

The Fix: One Rule, Three Examples

We added a single line to the translation prompt.

Expand numbers into plain digits first (e.g. 12,000), then write them using each language's own digit-grouping convention.

One example makes the bot copy only that one, so we gave three.

• 1만 2천 → 12,000 → 1.2萬 / 1.2万 / 12K

• 3억 → 300,000,000 → 3億 / 3亿 / 300 million

• 5천 → 5,000 → 5千 / 5千 / 5,000

Result

Before the change, the review step caught about 5 number-unit errors a week. In the four weeks after, it was 1 or fewer per week. What remained were fuzzy phrases like 「around 30-some thousand people」, which we moved into the glossary.

Notes for Today

• Numbers are not something to translate, but something to convert.

• Asking the review bot to check numbers against the source separately makes it faster at catching mistakes.

• When only one of four languages is wrong, it is found last. So we now review Korean, Traditional, Simplified, and English side by side, line by line.