Alapfogalmak
LLMs show potential for enhancing ancient text comprehension, as highlighted by AC-EVAL.
Kivonat
AC-EVAL introduces a benchmark to evaluate LLMs' proficiency in ancient Chinese language understanding.
The benchmark is structured across three levels of difficulty: general historical knowledge, short text understanding, and long text comprehension.
Tasks cover historical facts, geography, social customs, art, philosophy, poetry, and more.
Top-performing LLMs like ERNIE-Bot 4.0 and GLM-4 exhibit strengths in ancient Chinese comprehension.
Few-shot learning may not provide significant benefits due to the task specificity and complexity of ancient Chinese tasks.
Statisztikák
AC-EVAL comprises 3,245 multiple-choice questions spanning three dimensions and thirteen subjects.
Idézetek
"By highlighting the strengths and weaknesses of LLMs, AC-EVAL aims to promote their development and application forward in the realms of ancient Chinese language education and scholarly research."