3 papers
cs.AI2026
Empowering Small Language Models with Factual Hallucination-Aware Reasoning for Financial Classification
Han Yuan, Yilin Wu, Li Zhang +1
Small language models (SLMs) are increasingly used for financial classification due to their fast inference and local deployability. However, compared with large language models, S…
cs.CL2025
Quantifying the Impact of Structured Output Format on Large Language Models through Causal Inference
Han Yuan, Yue Zhao, Li Zhang +2
Structured output from large language models (LLMs) has enhanced efficiency in processing generated information and is increasingly adopted in industrial applications. Prior studie…
cs.AI2025
Exploring the Reliability of Self-explanation and its Relationship with Classification in Language Model-driven Financial Analysis
Han Yuan, Li Zhang, Zheng Ma
Language models (LMs) have exhibited exceptional versatility in reasoning and in-depth financial analysis through their proprietary information processing capabilities. Previous re…