---
title: "Zhongyi Zhou — papers of 2026 — 2 papers, the most cited first"
description: "Zhongyi Zhou — papers of 2026: 2 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Zhongyi Zhou — papers of 2026 — 2 papers, the most cited first

2 papers · [all years of Zhongyi Zhou](https://md.research.elamur.ai/free/en/authors/zhongyi-zhou/#years)

**[See2Refine: Vision-Language Feedback Improves LLM-Based eHMI Action Designers](https://md.research.elamur.ai/free/en/papers/xia-2026-see2refine-vision-language-feedback-improves/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Ding Xia, Xinyue Gui, Mark Colley, et al.*2026*

**[ToolGrad: Efficient Tool-use Dataset Generation with Textual “Gradients”](https://md.research.elamur.ai/free/en/papers/zhou-2026-toolgrad-efficient-tool-use-dataset/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Zhongyi Zhou, Kohei Uehara, Haoyu Zhang, et al.*2026*