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Author

Zhaorui Yang

2 papers indexed here

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EviLink: Multi-Path Schema Linking with Uncertainty-Guided Evidence Acquisition for Large-Scale Text-to-SQL

This work reframe schema linking as uncertainty-aware schema-need inference over multiple plausible SQL paths, where the system distinguishes required schema items from path-dependent uncertain ones and acquires evidence only where needed.

Huawei Zheng, Sen Yang, Zhaorui Yang et al. · 2 citations
#artificial intelligence Preprint Jan 2026

IDRBench: Benchmarking the Interactive Capabilities of Deep Research Agents

IDRBench is introduced, a benchmark for evaluating interactive deep research with controlled opportunities for clarification, and shows that access to clarification alone does not guarantee better outcomes: success depends on what agents ask and how effectively they incorporate the resulting feedback.

Yingchaojie Feng, Qiang Huang, Xiao-Yan Xie et al. · 2 citations

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