Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training

Youliang Yuan | Wenxiang Jiao | Wenxuan Wang | Jen-tse Huang | Jiahao Xu | Tian Liang | Pinjia He | Zhaopeng Tu |

Are the Hidden States Hiding Something? Testing the Limits of Factuality-Encoding Capabilities in LLMs

Giovanni Servedio | Alessandro De Bellis | Dario Di Palma | Vito Walter Anelli | Tommaso Di Noia |

People who frequently use ChatGPT for writing tasks are accurate and robust detectors of AI-generated text

Jenna Russell | Marzena Karpinska | Mohit Iyyer |

Cultural Bias Matters: A Cross-Cultural Benchmark Dataset and Sentiment-Enriched Model for Understanding Multimodal Metaphors

Senqi Yang | Dongyu Zhang | Jing Ren | Ziqi Xu | Xiuzhen Zhang | Yiliao Song | Hongfei Lin | Feng Xia |

The Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation

Xiaoyu Zhang | Juan Zhai | Shiqing Ma | Qingshuang Bao | Weipeng Jiang | Qian Wang | Chao Shen | Yang Liu |

Towards Robust Universal Information Extraction: Dataset, Evaluation, and Solution

Jizhao Zhu | Akang Shi | Zixuan Li | Long Bai | Xiaolong Jin | Jiafeng Guo | Xueqi Cheng |

Palm: A Culturally Inclusive and Linguistically Diverse Dataset for Arabic LLMs

Fakhraddin Alwajih | Abdellah El Mekki | Samar Mohamed Magdy | AbdelRahim A. Elmadany | Omer Nacar | El Moatez Billah Nagoudi | Reem Abdel-Salam | Hanin Atwany | Youssef Nafea | Abdulfattah Mohammed Yahya | Rahaf Alhamouri | Hamzah A. Alsayadi | Hiba Zayed | Sara Shatnawi | Serry Sibaee | Yasir Ech-chammakhy | Walid Al-Dhabyani | Marwa Mohamed Ali | Imen Jarraya | Ahmed Oumar El-Shangiti | Aisha Alraeesi | Mohammed Anwar AL-Ghrawi | Abdulrahman S. Al-Batati | Elgizouli Mohamed | Noha Taha Elgindi | Muhammed Saeed | Houdaifa Atou | Issam Ait Yahia | Abdelhak Bouayad | Mohammed Machrouh | Amal Makouar | Dania Alkawi | Mukhtar Mohamed | Safaa Taher Abdelfadil | Amine Ziad Ounnoughene | Anfel Rouabhia | Rwaa Assi | Ahmed Sorkatti | Mohamedou Cheikh Tourad | Anis Koubaa | Ismail Berrada | Mustafa Jarrar | Shady Shehata | Muhammad Abdul-Mageed |

ReflecTool: Towards Reflection-Aware Tool-Augmented Clinical Agents

Yusheng Liao | Shuyang Jiang | Yanfeng Wang | Yu Wang |

TreeCut: A Synthetic Unanswerable Math Word Problem Dataset for LLM Hallucination Evaluation

Jialin Ouyang |

Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering

Junhong Wan | Tao Yu | Kunyu Jiang | Yao Fu | Weihao Jiang | Jiang Zhu |

Understanding Large Language Model Vulnerabilities to Social Bias Attacks

Jiaxu Zhao | Meng Fang | Fanghua Ye | Ke Xu | Qin Zhang | Joey Tianyi Zhou | Mykola Pechenizkiy |

Multi-level Relevance Document Identifier Learning for Generative Retrieval

Fuwei Zhang | Xiaoyu Liu | Xinyu Jia | Yingfei Zhang | Shuai Zhang | Xiang Li | Fuzhen Zhuang | Wei Lin | Zhao Zhang |

QDTSynth: Quality-Driven Formal Theorem Synthesis for Enhancing Proving Performance of LLMs

Lei Wang | Ruobing Zuo | Gaolei He | Jianlin Wang | Zhengfeng Yang |

Improve Vision Language Model Chain-of-thought Reasoning

Ruohong Zhang | Bowen Zhang | Yanghao Li | Haotian Zhang | Zhiqing Sun | Zhe Gan | Yinfei Yang | Ruoming Pang | Yiming Yang |

Learning to Reason from Feedback at Test-Time

Yanyang Li | Michael R. Lyu | Liwei Wang |