Feb. 13, 2024, 5:49 a.m. | Xueyu Hu Ziyu Zhao Shuang Wei Ziwei Chai Qianli Ma Guoyin Wang Xuwu Wang Jing Su Jingj

cs.CL updates on arXiv.org arxiv.org

In this paper, we introduce InfiAgent-DABench, the first benchmark specifically designed to evaluate LLM-based agents on data analysis tasks. These tasks require agents to end-to-end solving complex tasks by interacting with an execution environment. This benchmark contains DAEval, a dataset consisting of 257 data analysis questions derived from 52 CSV files, and an agent framework which incorporates LLMs to serve as data analysis agents for both serving and evaluation. Since data analysis questions are often open-ended and hard to evaluate …

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