Papers
Check Your Work: Structured Checklist Feedback for Improving Large Language Models
Jonathan Cook, Tim Rocktäschel, Jakob Nicolaus Foerster et al.
Text-to-Distribution Prediction with Quantile Tokens and Neighbor Context
Yilun Zhu, Yuan Zhuang, Nikhita Vedula et al.
TabEmb: Joint Semantic-Structure Embedding for Table Annotation
Ehsan Hoseinzade, Ke Wang, Anandharaju Durai Raju
Why LLM Safety Guardrails Collapse After Fine-tuning: A Similarity Analysis Between Alignment and Fine-tuning Datasets
Lei Hsiung, Tianyu Pang, Yung-Chen Tang et al.
ViDoRe V3: A Comprehensive Evaluation of Retrieval Augmented Generation in Complex Real-World Scenarios
António Loison, Quentin Macé, Antoine Edy et al.
Evolving Agents
Leonardo Ranaldi
Text-Attributed Knowledge Graph Enrichment with Large Language Models for Medical Concept Representation
Mohsen Nayebi Kerdabadi, Arya Hadizadeh Moghaddam, Chen Chen et al.
Label and Explanation Variation in LLM-Based Annotation: a Case Study in Natural Language Inference
Artur Kulmizev, Erika Lombart, Patrick Watrin et al.
CoAct: Co-Active LLM Preference Learning with Human-AI Synergy
Ruiyao Xu, Mihir Parmar, Tiankai Yang et al.
emg2speech: synthesizing speech from electromyography using self-supervised speech models
Harshavardhana T Gowda, Daniel C Comstock, Lee M. Miller
APEX-MEM: Agentic Semi-Structured Memory with Temporal Reasoning for Long-Term Conversational AI
Pratyay Banerjee, Masud Moshtaghi, Shivashankar Subramanian et al.
Domain Generalizable AI Guardrails with Augmented Policy Training
Minqian Liu, Ioana Baldini, David Rabinowitz et al.
AlignUSER: Human-Aligned LLM Agents via World Models for Recommender System Evaluation
Nicolas Bougie, Gian Maria Marconi, Xiaotong Ye et al.
Narrative License and Model Sycophancy in LLM Summaries of Scientific Work
Calvin Isch, Grace Jennings
RExBench: Can coding agents autonomously implement AI research extensions?
Nicholas Edwards, Yukyung Lee, Yujun Audrey Mao et al.
Sigmoid Head for Quality Estimation under Language Ambiguity
Tu Anh Dinh, Jan Niehues
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph
Lingxiao Guan, Yuanhao Huang, Jie Liu
Cross-Modal Taxonomic Generalization in (Vision-) Language Models
Tianyang Xu, Marcelo Sandoval-Castañeda, Karen Livescu et al.
Guidelines as Environments: A World Model Approach to Rule Following
Haiqing Li, Wenliang Zhong, Yinhao Wu et al.
Knowing When Not to Answer: Lightweight KB-Aligned OOD Detection for Safe RAG
Ilias Triantafyllopoulos, Renyi Qu, Salvatore Giorgi et al.
Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence
Amirhosein Ghasemabadi, Keith G. Mills, Baochun Li et al.
Uncertainty Quantification in LLM Agents: Foundations, Emerging Challenges, and Opportunities
Changdae Oh, Seongheon Park, To Eun Kim et al.
Every Response Counts: Quantifying Uncertainty of LLM-based Multi-Agent Systems through Tensor Decomposition
Tiejin Chen, Huaiyuan Yao, Jia Chen et al.
Accommodation and Epistemic Vigilance: A Pragmatic Account of Why LLMs Fail to Challenge Harmful Beliefs
Myra Cheng, Robert D. Hawkins, Dan Jurafsky
The Path Not Taken: Duality in Reasoning about Program Execution
Eshgin Hasanov, Md. Mahadi Hassan, Santu Karmaker et al.