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Xiaoqiang Kang

2 accepted papers

2025

Can GRPO Boost Complex Multimodal Table Understanding?

EMNLP 2025

Existing table understanding methods face challenges due to complex table structures and intricate logical reasoning. While supervised finetuning (SFT) dominates existing research, reinforcement learning (RL), such as Group Relative Policy Optimization (GRPO), has shown promise but struggled with lo

2025

Template-Driven LLM-Paraphrased Framework for Tabular Math Word Problem Generation

AAAI 2025technical

Solving tabular math word problems (TMWPs) has become a critical role in evaluating the mathematical reasoning ability of large language models (LLMs), where large-scale TMWP samples are commonly required for fine-tuning. Since the collection of high-quality TMWP datasets is costly and time-consumin…