Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization ACL

Lei Huang | Xiaocheng Feng | Weitao Ma | Yuchun Fan | Xiachong Feng | Yangfan Ye | Weihong Zhong | Yuxuan Gu | Baoxin Wang | Dayong Wu | Guoping Hu | Bing Qin |

Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL

Lei Huang | Xiaocheng Feng | Weitao Ma | Yuchun Fan | Xiachong Feng | Yuxuan Gu | Yangfan Ye | Liang Zhao | Weihong Zhong | Baoxin Wang | Dayong Wu | Guoping Hu | Lingpeng Kong | Tong Xiao | Ting Liu | Bing Qin |

CC-Tuning: A Cross-Lingual Connection Mechanism for Improving Joint Multilingual Supervised Fine-Tuning ACL

Yangfan Ye | Xiaocheng Feng | Zekun Yuan | Xiachong Feng | Libo Qin | Lei Huang | Weitao Ma | Yichong Huang | Zhirui Zhang | Yunfei Lu | Xiaohui Yan | Duyu Tang | Dandan Tu | Bing Qin |