overview

Ruitong Liu

Welcome to my homepage!
I am currently a senior majoring at Dalian University of Technology. I will start my graduate studies at the School of Mathematical Sciences, Peking University in September 2026. My research primarily focuses on Large Language Models (LLMs) and Multimodal Large Language Models (MLLMs), with particular interests in multimodal reasoning, reinforcement learning and alignment, AI agents, LLM knowledge editing, and formal reasoning. My current research centers on complex reasoning optimization, reinforcement learning framework design, LLM knowledge editing and augmentation, Lean4 prove, as well as reliable agent systems for real-world applications. I am also interested in World Models and am actively exploring this direction.
Now i am interning in Beijing. If you are interested in academic cooperation or exchanges in related fields, please feel free to contact me via email at any time!

LLM/MLLM Training (Full-Stack) Agent Reasoning World Model Formal Math (Lean) Unify LLM Edit
education

Education

What's New

news
  • 2026-05
    One paper was submitted to TPAMI.
  • 2026-04
    Two papers were accepted to ACL 2026 (One Main, One Findings.). Congratulations to all co-authors!
  • 2026-03
    One paper wa submitted to EMNLP 2026.
  • 2026-02
    A survey on LLM data preparation was accepted by JCST's 40th Anniversary Special Issue. Congratulations to all co-authors!
  • 2026-01
    Two papers were submitted to ICML 2026.
  • 2025-08
    One paper was submitted to TPAMI. Now Major Revision.
  • 2025-07
    I was pre-admitted to PKU through the postgraduate recommendation program (Bao Yan).

Awards

awards
2025 Model Excellent Communist Youth League Member
Dalian University of Technology (only 7 undergraduates university-wide)
2025 Five-Star Volunteer
Dalian University of Technology (600+ volunteer hours in 3 years)
2024 Top 10 Volunteers
Dalian University of Technology (all degree levels, only 10 students)
2024 National Scholarship
National-level competitive scholarship
Show All Awards & Honors
  • October 2025: First-Class Academic Excellence Scholarship
  • May 2025: Third Prize in the National Network Technology Track of the China University Computer Competition
  • January 2025: Excellent League Cadre, School of Mathematical Sciences
  • January 2025: Excellent Communist Youth League Member, Dalian University of Technology
  • October 2024: Top 10 College Students, School of Mathematical Sciences (<=2%)
  • October 2024: Excellent Merit Student, Dalian University of Technology
  • October 2024: Four individual scholarships (Spiritual Civilization, Social Work, Social Practice, Cultural & Sports Activities)
  • October 2024: First-Class Academic Excellence Scholarship
  • September 2024: Top 10 Volunteers, School of Mathematical Sciences (<=2%)
  • July 2024: University-level Gold Award, China International Internet Plus Innovation & Entrepreneurship Competition
  • July 2024: Became a full member of CPC after one-year probation
  • December 2023: Excellent Merit Student, Dalian University of Technology
  • December 2023: Excellent Communist Youth League Member, Dalian University of Technology
  • November 2023: Sunshine Education Scholarship
  • November 2023: Practical team received a national-level award
  • November 2023: Excellent Young Volunteer, Dalian University of Technology (<=4%)
  • October 2023: Four individual scholarships (Spiritual Civilization, Cultural & Sports Activities, Scientific & Technological Innovation, Social Practice)
  • October 2023: Second-Class Academic Excellence Scholarship
  • October 2023: Practical team won University-level Second Prize
  • September 2023: Top 10 Volunteers, School of Mathematical Sciences (<=2%)
  • June 2023: First Prize, Dalian Mathematics Competition

Publications

*: co-first authors. #: corresponding author.

publications
Accepted Text-to-SQL paper teaser

Rethinking Text-to-SQL: Dynamic Multi-turn SQL Interaction for Real-world Database Exploration

Linzhuang Sun*, Tianyu Guo*, Hao Liang*, Ruitong Liu, Yuying Li, Qifeng Cai, Jingxuan Wei, Yuchen Wu, Bihui Yu, Xiangxiang Zhang, Wentao Zhang#, Bin CUI#

ACL 2026 Findings

Accepted Temporal KGF paper teaser

Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting

Siyuan Li#*, Yunjia Wu*, yiyong xiao*, Huang Pingyang, Peize Li, Ruitong Liu#, Yan Wen, Te Sun

ACL 2026 Main

Accepted LLM data preparation survey teaser

Data Preparation for Large Language Models: A Survey

Hao Liang, Zhen Hao Wong, Ruitong Liu, Yuhan Wang, Meiyi Qiang, Zhengyang Zhao, Chengyu Shen, Conghui He#, Wentao Zhang#, Bin Cui#

JCST 40th Anniversary Special Issue

Under Review Guided Verifier teaser

Guided Verifier: Collaborative Multimodal Reasoning via Dynamic Process Supervision

Lingzhuang Sun*, Ruitong Liu*, Yuxia Zhu*, Xiaohan Xu, Jingxuan Wei, Xiangxiang Zhang, Bihui Yu, Wentao Zhang#

ICML 2026 Under Review

Under Review Canvas-of-Thought teaser

Canvas-of-Thought: Grounding Reasoning via Mutable Structured States

Lingzhuang Sun*, Yuxia Zhu*, Ruitong Liu*, Hao Liang, Zheng Sun, Caijun Jia, Honghao He, Yuchen Wu, Siyuan Li, Jingxuan Wei, Xiangxiang Zhang, Bihui Yu, Wentao Zhang#

ICML 2026 Under Review

Under Review Semantic-Condition Tuning teaser

Semantic-Condition Tuning: Fusing Graph Context with Large Language Models for Knowledge Graph Completion

Ruitong Liu, Yan Wen, Te Sun, Yunjia Wu, Pingyang Huang, Zihang Yu, Siyuan Li

EMNLP 2026 Under Review

Under Review Flow-Modulated Scoring teaser

Flow-Modulated Scoring for Semantic-Aware Knowledge Graph Completion

Siyuan Li, Ruitong Liu, Yan Wen, Te Sun, Andi Zhang, Yanbiao Ma#, Xiaoshuai Hao#

TPAMI Under Review

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Reviewer/PC Member: Transactions on Knowledge Discovery from Data (TKDD), Journal of Communications Software and Systems (JCOMSS)

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