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Author

Minlong Peng

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UXBench: Benchmarking User Experience in AI Assistants

The first user-centric benchmark grounded in real user feedback signals for evaluating preference alignment and dialogue generation is presented, demonstrating that user feedback prediction is a learnable capability and revealing different aspects that influence user experience.

Mengze Hong, Xia Zeng, Zeyang Lei et al. · 1 citation
Jul 2026

Delegation Intelligence in Deep Search: A Controllable Framework for Disentangled Capability Diagnosis

This work formalizes this meta-capability as Delegation Intelligence in deep search and decomposes it into complementary dimensions-Search Decision-Making and Information Synthesis and Verification and develops a controllable synthesis pipeline built on document-grounded reverse engineering.

Xin-Hao Yao, Yuanzhong Liu, Changhao Wang et al. · 0 citations

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