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title: "Shumin Deng — papers of 2026 — 4 papers, the most cited first"
description: "Shumin Deng — papers of 2026: 4 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Shumin Deng — papers of 2026 — 4 papers, the most cited first

4 papers · [all years of Shumin Deng](https://md.research.elamur.ai/free/en/authors/shumin-deng/#years)

**[Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics](https://md.research.elamur.ai/free/en/papers/xu-2026-why-steering-works-unified-view/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Ziwen Xu, Chenyan WU, Hengyu Sun, et al.*2026 · 1 citation*

**[How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities](https://md.research.elamur.ai/free/en/papers/xu-2026-how-controllable-are-large-language/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Ziwen Xu, Kewei Xu, Haoming Xu, et al.*2026*

**[Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency](https://md.research.elamur.ai/free/en/papers/xu-2026-illusions-confidence-diagnosing-llm-truthfulness/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Haoming Xu, Ningyuan Zhao, Yunzhi Yao, et al.*2026*

**[StructMem: Structured Memory for Long-Horizon Behavior in LLMs](https://md.research.elamur.ai/free/en/papers/xu-2026-structmem-structured-memory-long-horizon/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Buqiang Xu, Yijun Chen, Jizhan Fang, et al.*2026*