EXECUTE: A Multilingual Benchmark for LLM Token Understanding

The CUTE benchmark showed that LLMs struggle with character understanding in English. We extend it to more languages with diverse scripts and writing systems, introducing EXECUTE. Our simplified framework allows easy expansion to any language. Tests across multiple LLMs reveal that challenges in other languages are not always on the character level as in English. Some languages show word-level processing issues, some show no issues at all. We also examine sub-character tasks in Chinese, Japanese, and Korean to assess LLMs' understanding of character components.

Publication Details

Journal
ArXiv.org
Published
2025-05-23
Primary Topic
Text Readability and Simplification
Type
article
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EXECUTE: A Multilingual Benchmark for LLM Token Understanding

ArXiv.org
Text Readability and Simplification
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EXECUTE: A Multilingual Benchmark for LLM Token Understanding

article en

Abstract

The CUTE benchmark showed that LLMs struggle with character understanding in English. We extend it to more languages with diverse scripts and writing systems, introducing EXECUTE. Our simplified framework allows easy expansion to any language. Tests across multiple LLMs reveal that challenges in other languages are not always on the character level as in English. Some languages show word-level processing issues, some show no issues at all. We also examine sub-character tasks in Chinese, Japanese, and Korean to assess LLMs' understanding of character components.

ArXiv.org
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Text Readability and Simplification
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EXECUTE: A Multilingual Benchmark for LLM Token Understanding · ArXiv.org (2025) | TGRS Research Map | TGRS