Article

Standardized Assessment of LLM English Proficiency

2026-02-19

Abstract excerpt

<title>Abstract</title> <p>Large language models (LLMs) are increasingly used in language learning and assessment, yet their English proficiency is seldom reported against interpretable proficiency standards. We introduce the China’s Standards of English Language Ability (CSE) framework to assess the proficiency levels and subskills of LLMs. The test is referred to as the CSEBench and comprises 624 expert-annotat...

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Literature Corpus work: 28428f67-1c73-55bf-a848-20ed51248fe7
DOI: 10.21203/rs.3.rs-8820245/v1

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