3 papers
cs.AI2026
MMKG-RDS: Reasoning Data Synthesis via Deep Mining of Multimodal Knowledge Graphs
Lun Zhan, Feng Xiong, Huanyong Liu +2
Synthesizing high-quality training data is crucial for enhancing domain models' reasoning abilities. Existing methods face limitations in long-tail knowledge coverage, effectivenes…
cs.CL2025
Enhancing Complex Formula Recognition with Hierarchical Detail-Focused Network
Jiale Wang, Junhui Yu, Huanyong Liu +1
Hierarchical and complex Mathematical Expression Recognition (MER) is challenging due to multiple possible interpretations of a formula, complicating both parsing and evaluation. I…
cs.CV2024
First Multi-Dimensional Evaluation of Flowchart Comprehension for Multimodal Large Language Models
Enming Zhang, Ruobing Yao, Huanyong Liu +2
With the development of Multimodal Large Language Models (MLLMs) technology, its general capabilities are increasingly powerful. To evaluate the various abilities of MLLMs, numerou…