Publication XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Ruichun Ma, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo July 2026 arXiv | July 2026
Publication ATLAS: A Foundation Neural Sampler for Amorphous Materials Mouyang Cheng, Denis Blessing, Botao Yu, Gerhard Neumann, Mingda Li, Carles Domingo-Enrich, Yuanqi Du July 2026 arXiv | July 2026
Publication Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Vaastav Anand, Rodrigo Fonseca, Jonathan Mace, Antoine Kaufmann July 2026 arXiv | July 2026
Publication DocAtlas: Long-Document Understanding as Mutable-State Interaction Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo July 2026 arXiv | July 2026
Publication LakeQuest: A Three-Domain Benchmark for Grounded Question Answering across Data Lakes Michael Solodko, Steven Gong, Guangwei Yu, S. Gorti, Jesse C. Cresswell, Victor Zhong 2026 COLM | July 2026
Publication GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Naoto Usuyama, Jeya Maria Jose Valanarasu, Sicong Yao, Hanwen Xu, Jaspreet Bagga, Guanghui Qin, Robert E. Kramer, Cliff Wong, Soohee Lee, Hao Qiu, T. Zhao, Racheli Ben Shimol, Angela Crabtree, K. Matlock, Eduardo Alejandro Lozano Garcia, Naiteek Sangani, Alberto Santamaria-Pang, Jason Entenmann, Alexandra Q. Bartlett, Bill J. Wright, Bernard A. Fox, B. Piening, Sheng Zhang, Sheng Wang, Tristan Naumann, Carlo Bifulco, Hoifung Poon July 2026 arXiv | July 2026
Publication Automated Discovery Has No Universally Superior Harness Akshat Gupta, Jermaine Lei, Alex Lu, G. Anumanchipalli, Leshem Choshen July 2026 arXiv | July 2026
Publication SciForma: Structure-Faithful Generation of Scientific Diagrams Yuxuan Luo, Peng Zhang, Xinjie Zhang, Xu Guo, Zhouhui Lian, Yan Lu July 2026 arXiv | July 2026
Publication LLM-as-a-Coach: Experiential Learning for Non-Verifiable Tasks Tianzhu Ye, Li Dong, Guanheng Chen, He Zhu, Xun Wu, Shaohan Huang, Furu Wei July 2026 arXiv | July 2026
Publication MoGe-3: Fine-Detail Monocular Geometry Estimation with Self-Guided Sparse Volumetric Refinement Li Kong, Ruicheng Li, Ruicheng Wang, Sicheng Xu, Chengtang Yao, Jianfeng Xiang, Jiaolong Yang July 2026 arXiv | July 2026