Author

Jiaying Wang

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Open access Aug 2026

OmniTable: A Unified Wide-Table System for Petabyte-Scale LLM Data Curation and Exploration

OmniTable is presented as an architecture blueprint for a unified wide-table layer built on Logical Unification, Physical Separation, targeting petabyte-scale LLM data curation and exploration.

Yu-Zhuo Fu, Xiang-Chun Wang, Chao Huang et al. · Proceedings of the VLDB Endo... · 0 citations

Jul 2026

Penelope: Localized Latent Recurrence for Efficient Structured Reasoning

Penelope is introduced, an efficient latent-reasoning framework for pretrained decoder-only Transformers that localizes recurrent computation to a selected decoder interval and attains competitive accuracy relative to established latent-reasoning models while reducing measured inference latency.

Yutong Chen, Shouqian Shi, Xin-Ran Liu et al. · arXiv.org · 0 citations