2 papers
cs.DB2026
OmniTable: A Unified Wide-Table System for Petabyte-Scale LLM Data Curation and Exploration
Yuzhuo Fu, Xiangchun Wang, Chao Huang +16
Data curation is a critical bottleneck in industrial-grade LLM development, where petabyte-scale unstructured corpora are scattered across hundreds of physical tables, feature engi…
cs.AI2026
Penelope: Localized Latent Recurrence for Efficient Structured Reasoning
Yutong Chen, Shouqian Shi, Xinran Liu +5
Complex structured reasoning tasks often require additional computation, yet current language models obtain it mainly by increasing parameter scale or by serializing intermediate s…