Learning Generalized Label Distributions
Haitao Wu · Weiwei Li · Kun Yue · Xiuyi Jia
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Haitao Wu · Weiwei Li · Kun Yue · Xiuyi Jia
Xiuting Weng · Ruizhi Pu · Yuanhang Yao · Kun Yue · Zhiwen Tang · Lixing Yu
Wei Zhu · Jian Zhang · Lixing Yu · Kun Yue · Zhiwen Tang
Large Language Models (LLMs) achieve strong performance through extended inference-time deliberation, yet how their reasoning failures arise remains poorly understood. By analyzing model-generated reasoning trajectories, we find that errors are not uniformly distributed but often originate from a...
Gang Hu · Yating Chen · Haiyan Ding · Wang Gao · Huang Jiajia · Min Peng · Qianqian Xie · Kun Yue
While Large Language Models (LLMs) excel in various general domains, they exhibit notable gaps in the highly specialized, knowledge-intensive, and legally regulated Chinese tax domain. Consequently, while tax-related benchmarks are gaining attention, many focus on isolated NLP tasks, neglecting r...