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Ziqing Zhuang · Linhai Zhang · Jiasheng Si · Deyu Zhou · Yulan He
Large language models (LLMs) have demonstrated strong reasoning capabilities, and as existing approaches for enhancing LLM reasoning continue to mature, increasing attention has shifted toward meta-reasoning as a promising direction for further improvement. However, most existing meta-reasoning m...
Runcong Zhao · Qinglin Zhu · Hainiu Xu · Bin Liang · Lin Gui · Yulan He
Understanding character relationships is essential for interpreting complex narratives and conducting socially grounded AI research. However, manual annotation is time-consuming and low in coverage, while large language models (LLMs) often produce hallucinated or logically inconsistent outputs. W...
Hanqi Yan · Xiangxiang Cui · Lu Yin · Jindong Gu · Paul Pu Liang · Yulan He · Yifei Wang
The success of vision-language models is primarily attributed to effective cross-modal alignment between vision and language. However, modality gaps persist even in well-aligned models and may be necessary for human perception, as evidenced by modality-specific phenomena such as visual texture an...
Italo Luis da Silva · Hanqi Yan · Lin Gui · Yulan He
Zhanghao Hu · Qinglin Zhu · Siya Qi · Yulan He · Hanqi Yan · Lin Gui