LogicGraph: Benchmarking Multi-Path Logical Reasoning via Neuro-Symbolic Generation and Verification
Yanrui Wu, Lingling Zhang, Xinyu Zhang, Jiayu Chang, Pengyu Li, Xu Jiang, Jingtao Hu, Jun Liu
面向示意图问答的前瞻性多视角视觉推理框架Towards Proactive Multi-Perspective Visual Reasoning for Diagram Question Answering
张新宇, 吴艳瑞, 张玲玲, 董宇轩, 杨泽晟, 武亚强, 郑庆华Xinyu Zhang, Yanrui Wu, Lingling Zhang, Yuxuan Dong, Zesheng Yang, Yaqiang Wu, Qinghua Zheng
Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving
Xinyu Zhang, Yuchen Wan, Boxuan Zhang, Zesheng Yang, Lingling Zhang, Bifan Wei, Jun Liu
OptiVerse: A Comprehensive Benchmark towards Optimization Problem Solving
Xinyu Zhang, Boxuan Zhang, Yuchen Wan, Lingling Zhang, YiXing Yao, Bifan Wei, Yaqiang Wu, Jun Liu
PhysPRM: A Generative Process Reward Model with Fine-grained Diagnosis for Physics Problem Solving
Yuxuan Dong, Xinyu Zhang†, Lingling Zhang, Han Lai, Pengyu Li, Bifan Wei, Yaqiang Wu, Jun Liu
ACL 2026 Findings
Beyond Layer-Wise Merging: Chain-of-Merging for Vision-Language Models
Xinyu Zhang, Yuxuan Dong, Lingling Zhang, Chengyou Jia, Zhuohang Dang, YiXing Yao, Yaqiang Wu, Basura Fernando, Jun Liu
Correspondence Coverage Matters for Multi-Modal Dataset Distillation
Zhuohang Dang, Minnan Luo, Chengyou Jia, Hangwei Qian, Xinyu Zhang, Xiaojun Chang, Ivor Tsang
Encode Geometric Diagram as Geo-Graph in Geometry Problem Solving
Wenjun Wu, Lingling Zhang, Bo Zhao, Bo Li, Xinyu Zhang, Yanrui Wu
Memory-Enriched Thought-by-Thought Framework for Complex Diagram Question Answering
Xinyu Zhang, Lingling Zhang, Yanrui Wu, Shaowei Wang, Wenjun Wu, Muye Huang, Qianying Wang and Jun Liu
CoFFT: Chain of Foresight-Focus Thought for Visual Language Models
Xinyu Zhang, Yuxuan Dong, Lingling Zhang, Chengyou Jia, Zhuohang Dang, Basura Fernando, Jun Liu, Mike Zheng Shou
Diagram-driven course questions generation
Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Wenjun Wu, Bo Li, Shaowei Wang, Basura Fernando, Jun Liu
Cognitive Predictive Coding Network: Rethinking the Generalization in Raven's Progressive Matrices
Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Jun Liu
PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning
Xinyu Zhang, Yuxuan Dong, Yanrui Wu, Jiaxing Huang, Chengyou Jia, Basura Fernando, Mike Zheng Shou, Lingling Zhang, Jun Liu
Evochart: A Benchmark and a Self-Training Approach towards Real-World Chart Understanding
Muye Huang, Han Lai, Xinyu Zhang, Wenjun Wu, Jie Ma, Lingling Zhang, Jun Liu
VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning
Muye Huang, Lingling Zhang, Han Lai, Wenjun Wu, Xinyu Zhang, Jun Liu
Cog-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering
Shaowei Wang, Lingling Zhang, Longji Zhu, Tao Qin, Kim-Hui Yap, Xinyu Zhang, Jun Liu
Alignment Relation is What You Need for Diagram Parsing
Xinyu Zhang, Lingling Zhang, Xin Hu, Jun Liu, Shaowei Wang, Qianying Wang
Alignment-Guided Self-Supervised Learning for Diagram Question Answering
Shaowei Wang, Lingling Zhang, Wenjun Wu, Tao Qin, Xinyu Zhang, Jun Liu
RPMG-FSS: Robust Prior Mask Guided Few-Shot Semantic Segmentation
Lingling Zhang, Xinyu Zhang†, Qianying Wang, Wenjun Wu, Xiaojun Chang, Jun Liu
Diagram Visual Grounding: Learning to See with Gestalt-Perceptual Attention
Xin Hu, Lingling Zhang, Jun Liu, Xinyu Zhang, Wenjun Wu, Qianying Wang