Unstructured Data Analysis Using LLMs: A Comprehensive Benchmark

Authors

• 1. Qiyan Deng (Beijing Institute of Technology)
• 2. Jianhui Li (Beijing Institute of Technology)
• 3. Chengliang Chai (Beijing Institute of Technology)
• 4. Ye Yuan (Beijing Institute of Technology)
• 5. Jinqi Liu (Beijing Institute of Technology)
• 6. Junzhi She (Beijing Institute of Technology)
• 7. Kaisen Jin (Beijing Institute of Technology)
• 8. Zhaoze Sun (Beijing Institute of Technology)
• 9. Yuhao Deng (Beijing Institute of Technology)
• 10. Jia Yuan (University of Arizona)
• 11. Yuping Wang (Beijing Institute of Technology)
• 12. Xu Zhou (Hunan University)
• 13. Guoren Wang (Beijing Institute of Technology)
• 14. Lei Cao (University of Arizona)

@article{deng_vldb26,
        title = {{Unstructured Data Analysis Using LLMs: A Comprehensive Benchmark}},
        author = {Deng, Qiyan and Li, Jianhui and Chai, Chengliang and Yuan, Ye and Liu, Jinqi and She, Junzhi and Jin, Kaisen and Sun, Zhaoze and Deng, Yuhao and Yuan, Jia and Wang, Yuping and Zhou, Xu and Wang, Guoren and Cao, Lei},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {9},
        pages = {2398--2410},
        doi = {10.14778/3819518.3819559},
        url = {https://doi.org/10.14778/3819518.3819559},
        year = {2026}
}

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