Papers
From Recognition to Reasoning: Benchmarking and Enhancing MLLMs on Real-World Receipt Document Understanding
Yandi Wang, Libin Zhan, Ziwei Huang et al.
Synthia: Scalable Grounded Persona Generation from Social Media Data
Vahid Rahimzadeh, Erfan Moosavi Monazzah, Mohammad Taher Pilehvar et al.
Evaluating Temporal Consistency in Multi-Turn Language Models
Yash Kumar Atri, Steven L. Johnson, Thomas Hartvigsen
Reinforcement Learning for Diffusion LLMs via Energy-Based Gibbs Alignment
Yijia Fan, Jing Yang, Mingyu Liu et al.
Privacy-R1: Privacy-Aware Multi-LLM Agent Collaboration via Reinforcement Learning
Zheng Hui, Yijiang River Dong, Sanhanat Sivapiromrat et al.
Doc-V*: Coarse-to-Fine Interactive Visual Reasoning for Multi-Page Document VQA
Yuanlei Zheng, Pei Fu, Hang Li et al.
When High Accuracy Hides Poor Calibration: Rethinking Confidence Evaluation in Transformer-Based Text Classification with Balanced Brier Score
Guilherme Fonseca, Gabriel Prenassi, Washington Cunha et al.
SURE or Not? Investigating Semantic Understanding in Dense Retrieval Models
Lingdi Kong, Xuanang Chen, Ben He et al.
Interpretable Coreference Resolution Evaluation Using Explicit Semantics
Bruno Gatti, Giuliano Martinelli, Roberto Navigli
EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning
Chuanrui Hu, Xingze Gao, Zuyi Zhou et al.
Mind’s Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMs
Rohit Sinha, Aditya Sanjiv Kanade, Sai Srinivas Kancheti et al.
LLM-Based Multi-Agent Systems for Clinical Workflows: A Survey of AI Hospitals
Zonghai Yao, Hong yu
Thinking-Based Non-Thinking: Solving the Reward Hacking Problem in Training Hybrid Reasoning Models via Reinforcement Learning
Siyuan Gan, Jiaheng Liu, Boyan Wang et al.
EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving
Mukai Li, Linfeng Song, Zhenwen Liang et al.
Multi-Task Representation Alignment on Language Understanding: A Mutual Information Perspective
Dou Hu, Lingwei Wei, Hongjiang Xiao et al.
NSF-SciFy: Mining the NSF Awards Database for Scientific Claims
Delip Rao, Weiqiu You, Eric Wong et al.
SciCustom: A Framework for Custom Evaluation of Scientific Capabilities in Large Language Models
Yiyang Gu, Junwei Yang, Junyu Luo et al.
Selective Contrastive Learning For Gloss Free Sign Language Translation
Chang Hao Lai, Rui Zhao, Xuewen Zhong et al.
A Linguistics-Aware LLM Watermarking via Syntactic Predictability
Shinwoo Park, Hyejin Park, Hyeseon An et al.
SkMTEB: Slovak Massive Text Embedding Benchmark and Model Adaptation
Marek Suppa, Andrej Ridzik, Daniel Hládek et al.
PRISMA: Preference-Reinforced Self-Training Approach for Interpretable Emotionally Intelligent Negotiation Dialogues
Prajwal Vijay Kajare, Priyanshu Priya, Bikash Santra et al.
Evaluating Structure-Aware Retrieval and Safety in Statute-Centric Legal QA
Kyubyung Chae, Jewon Yeom, Jeongjae Park et al.
TRACE: A Corpus of Team Creative Discussions
Yixuan Jiang, Tiancheng Hu, Jose Hernandez-Orallo et al.