---
title: "Dugang Liu — papers of 2026 — 2 papers, the most cited first"
description: "Dugang Liu — 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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# Dugang Liu — papers of 2026 — 2 papers, the most cited first

2 papers · [all years of Dugang Liu](https://md.research.elamur.ai/free/en/authors/dugang-liu/#years)

**[Formally Specifying the Intended Behavior of the Program: LLM-Driven Neuro-Symbolic Program Specification Synthesis](https://md.research.elamur.ai/free/en/papers/wen-2026-formally-specifying-intended-behavior-program/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Cheng Wen, Hu Junjie, YiKun Hu, et al.*2026 · 5 citations*

**[Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement](https://md.research.elamur.ai/free/en/papers/sun-2026-learning-cognition-enhancing-rl-efficiency/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Zexu Sun, Yongcheng Zeng, Erxue Min, et al.*2026*