Translating LIBERO to ten languages shows VLA failures under multilingual instructions are driven by language-sensitive steps; a step-wise inference intervention improves performance.
Is Translation All You Need? A Study on Solving Multilingual Tasks with Large Language Models
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.CL 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Using a 1PL IRT model on real cultural questions across 13 locales, the study identifies a local-language knowledge-access advantage masked by lower proficiency in raw accuracy.
citing papers explorer
-
When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models
Translating LIBERO to ten languages shows VLA failures under multilingual instructions are driven by language-sensitive steps; a step-wise inference intervention improves performance.
-
The Masked Advantage: Uncovering Local-Language Access to Cultural Knowledge in LLMs
Using a 1PL IRT model on real cultural questions across 13 locales, the study identifies a local-language knowledge-access advantage masked by lower proficiency in raw accuracy.