Continual Learning in Multilingual Sign Language Translation

Shakib Yazdani | Josef Van Genabith | Cristina España-Bonet |

What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Gaussian-Noise-free Text-Image Corruption and Evaluation

Michal Golovanevsky | William Rudman | Vedant Palit | Carsten Eickhoff | Ritambhara Singh |

Query-focused Referentiability Learning for Zero-shot Retrieval

Jaeyoung Kim | Dohyeon Lee | Seung-won Hwang |

Handling Missing Entities in Zero-Shot Named Entity Recognition: Integrated Recall and Retrieval Augmentation

Ruichu Cai | Junhao Lu | Zhongjie Chen | Boyan Xu | Zhifeng Hao |

A Layered Debating Multi-Agent System for Similar Disease Diagnosis

Yutian Zhao | Huimin Wang | Yefeng Zheng | Xian Wu |

PROM: Pivoted and Regulated Optimization for Multilingual Instruction Learning

Jaeseong Lee | Seung-won Hwang | Hojin Lee | Yunju Bak | Changmin Lee |

LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs

Do Xuan Long | Ngoc-Hai Nguyen | Tiviatis Sim | Hieu Dao | Shafiq Joty | Kenji Kawaguchi | Nancy F. Chen | Min-Yen Kan |

Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph Embedding

Jiang Li | Xiangdong Su | Guanglai Gao |

The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models

Seungone Kim | Juyoung Suk | Ji Yong Cho | Shayne Longpre | Chaeeun Kim | Dongkeun Yoon | Guijin Son | Yejin Cho | Sheikh Shafayat | Jinheon Baek | Sue Hyun Park | Hyeonbin Hwang | Jinkyung Jo | Hyowon Cho | Haebin Shin | Seongyun Lee | Hanseok Oh | Noah Lee | Namgyu Ho | Se June Joo | Miyoung Ko | Yoonjoo Lee | Hyungjoo Chae | Jamin Shin | Joel Jang | Seonghyeon Ye | Bill Yuchen Lin | Sean Welleck | Graham Neubig | Moontae Lee | Kyungjae Lee | Minjoon Seo |

Aggregation Artifacts in Subjective Tasks Collapse Large Language Models’ Posteriors

Georgios Chochlakis | Alexandros Potamianos | Kristina Lerman | Shrikanth Narayanan |

How LLMs React to Industrial Spatio-Temporal Data? Assessing Hallucination with a Novel Traffic Incident Benchmark Dataset

Qiang Li | Mingkun Tan | Xun Zhao | Dan Zhang | Daoan Zhang | Shengzhao Lei | Anderson S. Chu | Lujun Li | Porawit Kamnoedboon |

ERAS: Evaluating the Robustness of Chinese NLP Models to Morphological Garden Path Errors

Qinchan Li | Sophie Hao |

Fighting Spurious Correlations in Text Classification via a Causal Learning Perspective

Yuqing Zhou | Ziwei Zhu |

Test-Time Code-Switching for Cross-lingual Aspect Sentiment Triplet Extraction

Dongming Sheng | Kexin Han | Hao Li | Yan Zhang | Yucheng Huang | Jun Lang | Wenqiang Liu |

Schema and Natural Language Aware In-Context Learning for Improved GraphQL Query Generation

Nitin Gupta | Manish Kesarwani | Sambit Ghosh | Sameep Mehta | Carlos Eberhardt | Dan Debrunner |