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.

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Publication Details

Published
2025-01-01
DOI
https://doi.org/10.18653/v1/2025.findings-acl.95
Primary Topic
Library Science and Information Systems
Type
article
Field-Weighted Citation Impact
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article

EXECUTE: A Multilingual Benchmark for LLM Token Understanding

Helmut Schmid, Alexander D. Fraser, Lukas Edman
Library Science and Information Systems
article

EXECUTE: A Multilingual Benchmark for LLM Token Understanding

Helmut Schmid, Alexander D. Fraser, Lukas Edman
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.

Openalex Percentile: Top 71%
Library Science and Information Systems
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EXECUTE: A Multilingual Benchmark for LLM Token Understanding — Helmut Schmid, Alexander D. Fraser, et al. · (2025) | TGRS Research Map | TGRS