Translation as a Safety Bypass in Low-Resource Languages for LLMs

# Translation as a Safety Bypass in Low-Resource Languages for LLMs

https://gcdradar.vercel.app/incidents/translation-as-a-safety-bypass-in-low-resource-languages-for · AIR-2026-1444 · closed 2026-11-04

- Lane: Research
- Severity: 1 (Research / proof of concept)
- Fix status: Fix status unknown
- First reported: 2026-10-21
- AI role: Attack on AI

## Summary

Researchers evaluated ten LLMs across 79 languages, showing that harmful requests refused in English can bypass safety alignment when translated into low-resource languages. The findings highlight safety evaluation gaps in multilingual model deployments.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2026-10-21: Global Security Blind Spots: Translation as a Safety Bypass in Low-Resource Languages (https://arxiv.org/abs/2610.27304)

## Sources

- 2026-10-21 arXiv: Global Security Blind Spots: Translation as a Safety Bypass in Low-Resource Languages https://arxiv.org/abs/2610.27304

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.