Papers
Instability in Downstream Task Performance During LLM Pretraining
Yuto Nishida, Masaru Isonuma, Yusuke Oda
Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of Relevance
Reza Esfandiarpoor, George Zerveas, Ruochen Zhang et al.
From Insight to Exploit: Leveraging LLM Collaboration for Adaptive Adversarial Text Generation
Najrin Sultana, Md Rafi Ur Rashid, Kang Gu et al.
Investigating Dictionary Expansion for Video-based Sign Language Dictionaries
Aashaka Desai, Daniela Massiceti, Richard Ladner et al.
Rethinking NLP for Chemistry: A Critical Look at the USPTO Benchmark
Derin Ozer, Nicolas Gutowski, Benoit Da Mota et al.
UrduFactCheck: An Agentic Fact-Checking Framework for Urdu with Evidence Boosting and Benchmarking
Sarfraz Ahmad, Hasan Iqbal, Momina Ahsan et al.
Aligning Dialogue Agents with Global Feedback via Large Language Model Multimodal Reward Decomposition
Dong Won Lee, Hae Won Park, Cynthia Breazeal et al.
Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them
Marc Felix Brinner, Tarek Al Mustafa, Sina Zarrieß
DORM: Preference Data Weights Optimization for Reward Modeling in LLM Alignment
Rongzhi Zhang, Chenwei Zhang, Xinyang Zhang et al.
Assessing the Role of Data Quality in Training Bilingual Language Models
Skyler Seto, Maartje Ter Hoeve, Maureen de Seyssel et al.
Lost in Embeddings: Information Loss in Vision–Language Models
Wenyan Li, Raphael Tang, Chengzu Li et al.
Lifelong Knowledge Editing requires Better Regularization
Akshat Gupta, Phudish Prateepamornkul, Maochuan Lu et al.
MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation
Shoubin Yu, Yue Zhang, Ziyang Wang et al.
Can Out-of-Distribution Evaluations Uncover Reliance on Prediction Shortcuts? A Case Study in Question Answering
Michal Štefánik, Timothee Mickus, Michal Spiegel et al.
Code Like Humans: A Multi-Agent Solution for Medical Coding
Andreas Geert Motzfeldt, Joakim Edin, Casper L. Christensen et al.
MoMentS: A Comprehensive Multimodal Benchmark for Theory of Mind
Emilio Villa-Cueva, S M Masrur Ahmed, Rendi Chevi et al.
NUMINA: A Natural Understanding Benchmark for Multi-dimensional Intelligence and Numerical Reasoning Abilities
Changyu Zeng, Yifan Wang, Zimu Wang et al.
Quantifying the Risks of LLM- and Tool-assisted Rephrasing to Linguistic Diversity
Mengying Wang, Andreas Spitz
Golden Touchstone: A Comprehensive Bilingual Benchmark for Evaluating Financial Large Language Models
Xiaojun Wu, Junxi Liu, Huan-Yi Su et al.
Brittle Minds, Fixable Activations: Understanding Belief Representations in Language Models
Matteo Bortoletto, Constantin Ruhdorfer, Lei Shi et al.
M-Help: Using Social Media Data to Detect Mental Health Help-Seeking Signals
Msvpj Sathvik, Zuhair Hasan Shaik, Vivek Gupta
Spoken Document Retrieval for an Unwritten Language: A Case Study on Gormati
Sanjay Booshanam, Kelly Chen, Ondrej Klejch et al.
Perspective-driven Preference Optimization with Entropy Maximization for Diverse Argument Generation
Yilin Cao, Ruike Zhang, Penghui Wei et al.
Challenging the Evaluator: LLM Sycophancy Under User Rebuttal
Sung Won Kim, Daniel Khashabi