Author

Xing-Kui Xiong

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#artificial intelligence Preprint Sep 2026

Can Generative AI Automate Data Extraction for Meta-Analysis? A Case Study on Intercropping Research

This research evaluates three LLM-based approaches---direct zero-shot prompting, a staged workflow, and a multi-agent system---with six open-weight models to extract data from the intercropping literature, achieving the highest mean similarity-adjusted F1 of 0.577.

Ze-Hao Lu, Xing-Kui Xiong, W. van der Werf et al. · 0 citations

#machine learning Preprint Aug 2026

Foundation Models Meet Agriculture: Challenges Beyond Pretraining

Global food security and sustainable climate action increasingly rely on robust, scalable agricultural monitoring. Earth observation foundation models have emerged as powerful, label-efficient tools across general remote sensing domains, yet early attempts to deploy them for agricultural applications have yielded surpr...

Vishal Nedungadi, Xing-Kui Xiong, Marc Rußwurm et al. · 0 citations