PDFTriage: Question Answering over Long, Structured Documents

Jon Saad-Falcon | Joe Barrow | Alexa Siu | Ani Nenkova | Seunghyun Yoon | Ryan A. Rossi | Franck Dernoncourt |

INDUS: Effective and Efficient Language Models for Scientific Applications

Bishwaranjan Bhattacharjee | Aashka Trivedi | Masayasu Muraoka | Muthukumaran Ramasubramanian | Takuma Udagawa | Iksha Gurung | Nishan Pantha | Rong Zhang | Bharath Dandala | Rahul Ramachandran | Manil Maskey | Kaylin Bugbee | Michael M. Little | Elizabeth Fancher | Irina Gerasimov | Armin Mehrabian | Lauren Sanders | Sylvain V. Costes | Sergi Blanco-Cuaresma | Kelly Lockhart | Thomas Allen | Felix Grezes | Megan Ansdell | Alberto Accomazzi | Yousef El-Kurdi | Davis Wertheimer | Birgit Pfitzmann | Cesar Berrospi Ramis | Michele Dolfi | Rafael Teixeira De Lima | Panagiotis Vagenas | S. Karthik Mukkavilli | Peter W. J. Staar | Sanaz Vahidinia | Ryan McGranaghan | Tsengdar J. Lee |

MedAdapter: Efficient Test-Time Adaptation of Large Language Models Towards Medical Reasoning

Wenqi Shi | Ran Xu | Yuchen Zhuang | Yue Yu | Haotian Sun | Hang Wu | Carl Yang | May Dongmei Wang |

MERLIN: Multimodal Embedding Refinement via LLM-based Iterative Navigation for Text-Video Retrieval-Rerank Pipeline

Donghoon Han | Eunhwan Park | Gisang Lee | Adam Lee | Nojun Kwak |

Unraveling Babel: Exploring Multilingual Activation Patterns of LLMs and Their Applications

Weize Liu | Yinlong Xu | Hongxia Xu | Jintai Chen | Xuming Hu | Jian Wu |

Advancing Large Language Model Attribution through Self-Improving

Lei Huang | Xiaocheng Feng | Weitao Ma | Liang Zhao | Yuchun Fan | Weihong Zhong | Dongliang Xu | Qing Yang | Hongtao Liu | Bing Qin |

Leveraging Conflicts in Social Media Posts: Unintended Offense Dataset

Che Wei Tsai | Yen-Hao Huang | Tsu-Keng Liao | Didier Fernando Salazar Estrada | Retnani Latifah | Yi-Shin Chen |

I Need Help! Evaluating LLM’s Ability to Ask for Users’ Support: A Case Study on Text-to-SQL Generation

Cheng-Kuang Wu | Zhi Rui Tam | Chao-Chung Wu | Chieh-Yen Lin | Hung-yi Lee | Yun-Nung Chen |

Model-based Preference Optimization in Abstractive Summarization without Human Feedback

Jaepill Choi | Kyubyung Chae | Jiwoo Song | Yohan Jo | Taesup Kim |

Distract Large Language Models for Automatic Jailbreak Attack

Zeguan Xiao | Yan Yang | Guanhua Chen | Yun Chen |

CAVA: A Tool for Cultural Alignment Visualization & Analysis

Nevan Giuliani | Cheng Charles Ma | Prakruthi Pradeep | Daphne Ippolito |

Is It Good Data for Multilingual Instruction Tuning or Just Bad Multilingual Evaluation for Large Language Models?

Pinzhen Chen | Simon Yu | Zhicheng Guo | Barry Haddow |

On the Fragility of Active Learners for Text Classification

Abhishek Ghose | Emma Thuong Nguyen |

Assisting Breastfeeding and Maternity Experts in Responding to User Queries with an AI-in-the-loop Approach

Nadjet Bouayad-Agha | Ignasi Gomez-Sebastia | Alba Padro | Enric Pallares Roura | David Pelayo Castelló | Rocío Tovar |

NumeroLogic: Number Encoding for Enhanced LLMs’ Numerical Reasoning

Eli Schwartz | Leshem Choshen | Joseph Shtok | Sivan Doveh | Leonid Karlinsky | Assaf Arbelle |