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Qing-Cheng Zeng

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#artificial intelligence Preprint Sep 2026

Occamy-1.0: Open Pareto-frontier 35B Intelligence for Co-work

Co-work agents execute complex workflows that combine information gathering, tool use, coding, and file manipulation across many model invocations. Because cost and latency accumulate over the full episode, their practical value depends not only on peak capability but also on how efficiently that capability is delivere...

Wen-Hui Chen, Shi-Wen Cheng, Hao Dong et al. · 3 citations
Jul 2026

Finding the Right Tables and Columns: A Benchmark and Corpus-Adaptive Embeddings for SQL Schema Retrieval

This work recast five text-to-SQL datasets as retrieval tasks at both table and column granularity, covering realistic and enterprise-scale schemas under two document representations, and proposes corpus-adaptive fine-tuning, establishing schema linking as a standalone retrieval task and lightweight, label-free corpus...

Qingcheng Zeng, Puxuan Yu, Aman Mehta et al. · 0 citations

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