SPY: Enhancing Privacy with Synthetic PII Detection Dataset

Maksim Savkin | Timur Ionov | Vasily Konovalov |

Beyond Literal Token Overlap: Token Alignability for Multilinguality

Katharina Hämmerl | Tomasz Limisiewicz | Jindřich Libovický | Alexander Fraser |

PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization

Jiayi Wu | Hengyi Cai | Lingyong Yan | Hao Sun | Xiang Li | Shuaiqiang Wang | Dawei Yin | Ming Gao |

CSR-Bench: Benchmarking LLM Agents in Deployment of Computer Science Research Repositories

Yijia Xiao | Runhui Wang | Luyang Kong | Davor Golac | Wei Wang |

Forest for the Trees: Overarching Prompting Evokes High-Level Reasoning in Large Language Models

Haoran Liao | Shaohua Hu | Zhihao Zhu | Hao He | Yaohui Jin |

Differentially Private Learning Needs Better Model Initialization and Self-Distillation

Ivoline C. Ngong | Joseph Near | Niloofar Mireshghallah |

Palette of Language Models: A Solver for Controlled Text Generation

Zhe Yang | Yi Huang | Yaqin Chen | XiaotingWu XiaotingWu | Junlan Feng | Chao Deng |

SHADES: Towards a Multilingual Assessment of Stereotypes in Large Language Models

Margaret Mitchell | Giuseppe Attanasio | Ioana Baldini | Miruna Clinciu | Jordan Clive | Pieter Delobelle | Manan Dey | Sil Hamilton | Timm Dill | Jad Doughman | Ritam Dutt | Avijit Ghosh | Jessica Zosa Forde | Carolin Holtermann | Lucie-Aimée Kaffee | Tanmay Laud | Anne Lauscher | Roberto L Lopez-Davila | Maraim Masoud | Nikita Nangia | Anaelia Ovalle | Giada Pistilli | Dragomir Radev | Beatrice Savoldi | Vipul Raheja | Jeremy Qin | Esther Ploeger | Arjun Subramonian | Kaustubh Dhole | Kaiser Sun | Amirbek Djanibekov | Jonibek Mansurov | Kayo Yin | Emilio Villa Cueva | Sagnik Mukherjee | Jerry Huang | Xudong Shen | Jay Gala | Hamdan Al-Ali | Tair Djanibekov | Nurdaulet Mukhituly | Shangrui Nie | Shanya Sharma | Karolina Stanczak | Eliza Szczechla | Tiago Timponi Torrent | Deepak Tunuguntla | Marcelo Viridiano | Oskar Van Der Wal | Adina Yakefu | Aurélie Névéol | Mike Zhang | Sydney Zink | Zeerak Talat |

Is your benchmark truly adversarial? AdvScore: Evaluating Human-Grounded Adversarialness

Yoo Yeon Sung | Maharshi Gor | Eve Fleisig | Ishani Mondal | Jordan Lee Boyd-Graber |

Guiding Through Complexity: What Makes Good Supervision for Hard Reasoning Tasks?

Xuan He | Da Yin | Nanyun Peng |

UFO: A UI-Focused Agent for Windows OS Interaction

Chaoyun Zhang | Liqun Li | Shilin He | Xu Zhang | Bo Qiao | Si Qin | Minghua Ma | Yu Kang | Qingwei Lin | Saravan Rajmohan | Dongmei Zhang | Qi Zhang |

ReIFE: Re-evaluating Instruction-Following Evaluation

Yixin Liu | Kejian Shi | Alexander Fabbri | Yilun Zhao | PeiFeng Wang | Chien-Sheng Wu | Shafiq Joty | Arman Cohan |

EmojiPrompt: Generative Prompt Obfuscation for Privacy-Preserving Communication with Cloud-based LLMs

Sam Lin | Wenyue Hua | Zhenting Wang | Mingyu Jin | Lizhou Fan | Yongfeng Zhang |

Wav2Prompt: End-to-End Speech Prompt Learning and Task-based Fine-tuning for Text-based LLMs

Keqi Deng | Guangzhi Sun | Phil Woodland |

Graph Neural Network Enhanced Retrieval for Question Answering of Large Language Models

Zijian Li | Qingyan Guo | Jiawei Shao | Lei Song | Jiang Bian | Jun Zhang | Rui Wang |