The Commit-Abstain Circuit: Why Language Models Hallucinate Instead of Abstaining
Gavin Vy Nguyen · Ziqi Xu · Jeffrey Chan · Estrid He · Feng Xia · Renqiang Luo · Erik Cambria · Xiuzhen Zhang
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Gavin Vy Nguyen · Ziqi Xu · Jeffrey Chan · Estrid He · Feng Xia · Renqiang Luo · Erik Cambria · Xiuzhen Zhang
Yaqi Yang · Ziqi Xu · Jie Li · Chenglong Ma · Jeffrey Chan · Mark Sanderson · Xin Zheng · Yongli Ren
Large language models (LLMs) are widely used for question answering (QA) but can generate biased or stereotype-driven answers due to demographic associations learned during pre-training. Existing mitigation strategies often rely on model access or fine-tuning, which limits their applicability to...
Xinye Wanyan · Chenglong Ma · Danula Hettiachchi · Ziqi Xu · Jeffrey Chan
Large Language Model (LLM)-based agent simulation has emerged as a promising approach to meet the increasing demand for real-time and rigorous evaluation in modern recommender systems. A typical LLM-driven simulation framework comprises three essential components: the profile module, memory modul...
Chenglong Ma · Xinye Wanyan · Danula Hettiachchi · Ziqi Xu · Yongli Ren · Jeffrey Chan
Hiruni Nuwanthika Kegalle · Flora D. Salim · Mark Sanderson · Jeffrey Chan · Danula Hettiachchi
Vy Nguyen · Ziqi Xu · Jeffrey Chan · Estrid He · Feng Xia · Xiuzhen Zhang