---
title: "Shudong Liu — papers of 2025 — 2 papers, the most cited first"
description: "Shudong Liu — papers of 2025: 2 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Shudong Liu — papers of 2025 — 2 papers, the most cited first

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

**[CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward](https://md.research.elamur.ai/free/en/papers/liu-2025-compassverifier-unified-robust-verifier-llms/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Shudong Liu, Hongwei Liu, Junnan Liu, et al.*2025 · 16 citations*

- [Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models arXiv:2503.24377](https://md.research.elamur.ai/free/en/papers/wang-2025-harnessing-reasoning-economy-survey-efficient/) — Rui Wang, Hongru Wang, Boyang Xue, et al. · 2025 · 16 citations