Publications

Selected publications and research outputs.

VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning

VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning

Jingkun Ma, Runzhe Zhan, Yang Li, Di Sun, Hou Pong Chan, Lidia S. Chao, Derek F. Wong

ACL 2026NeurIPS 2025 Workshop@VLM4RWD (Best Paper Award)

A benchmark for visual-aided mathematical reasoning, accepted by ACL 2026 and also recognized with the Best Paper Award at the 1st VLM4RWD Workshop at NeurIPS 2025.

FIPO-Prover: Formalization-Oriented Informal Proof Optimization for Efficient Formal Theorem Proving

FIPO-Prover: Formalization-Oriented Informal Proof Optimization for Efficient Formal Theorem Proving

Jingkun Ma*, Yuchao Wang*, Yujia Huo, Derek F. Wong

ICML 2026 Workshop@AI4Math (Spotlight Award)

FIPO-Prover bridges the gap between informal reasoning and formal verification by optimizing an intermediate proof representation that is diagnosable, repairable, and guided by verifier feedback.

Lean2Isabelle: Factorized Cross-Assistant Proof Translation

Lean2Isabelle: Factorized Cross-Assistant Proof Translation

Guanyu Liu*, Jingkun Ma*, Derek F. Wong

ICML 2026 Workshop@AI4Math

Lean2Isabelle factorizes Lean-to-Isabelle proof translation into statement prediction and proof generation, showing that verifier-guided RL and Lean proof inputs improve semantically accepted cross-assistant proof migration.

Activate Integrated Controllable Generation with Soft Prompt

Activate Integrated Controllable Generation with Soft Prompt

Jingkun Ma, Runzhe Zhan, Derek F. Wong, Lidia S. Chao

NLPCC 2024

A parameter-efficient soft-prompt method for controllable generation under complex multi-attribute settings.

DOI
Yu Sheng: Human-in-Loop Classical Chinese Poetry Generation System

Yu Sheng: Human-in-Loop Classical Chinese Poetry Generation System

Jingkun Ma, Runzhe Zhan, Derek F. Wong

EACL 2023 Demo

A human-in-the-loop system for Classical Chinese poetry generation with interactive customization and polishing.

DOICode