🧑‍🔬 Shengjie Ma

🧭 Fields, topics and concepts

Of its works in our library, with the number of works on each.

📅 Works by year

2020s

📄 Papers

The most cited first (OpenAlex and our library).

1. Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models (2026 · 10 citations)
   Process Reward Models (PRMs) score each step of an LLM's mathematical reasoning. They have two weaknesses: they can be gamed through reward hacking, and they need costly step-level annotation. They also penalize a wrong step even when a later step fixes it.
2. JudgeAgent: Beyond Static Benchmarks for Knowledge-Driven and Dynamic LLM Evaluation (2026)
   Static benchmarks for LLMs saturate quickly, cover a fixed slice of knowledge, risk contamination, and pose questions whose difficulty may not suit the model under test.

🤝 Co-authors here

9 co-authors with a page, the most papers together first.

• Chengjin Xu
• Jian Guo
• Teng Wang
• Xuhui Jiang
• Yanan Zheng
• Yuanzhuo Wang
• Zeyu Li
• Zhichao Shi
• Zixuan Li

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

• Findings of the Association for Computational Linguistics ×2: Findings of the Association for Computational Linguistics 2026 ×2

🔗 Cited by

Papers of our library cite their works 10 times (of the 149,439 papers whose bibliographies we read); 3 citing papers with a page here →.

Updated 1 November 2026

This page in Markdown → https://md.research.elamur.ai/free/en/authors/shengjie-ma/