AI article

It caught "partner" "pareja" in an IRS rule and missed "return" "devolución": an offline MT checker for translators

Community description: An offline checker that ranks machine-translated segments by the risk of a major meaning error: a $1.22 Tinker LoRA, Gemma 4 on DigitalOcean, Sentry tracing.

Dev.to | Oct 15, 2026 | Sergei Parfenov

Automated excerpt

The model answers one question per segment. But v1 caught none of DeepSeek's 4 errors (Gemma 1). Gemma 4 31B generated the synthetic training rows, labelled as such.

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