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Xinyan Zhao

As seen in: Nature, Wiley Online Library, Oxford Academic, MDPI, Taylor & Francis Online, The University of North Carolina at Chapel Hill, Cell Press, enikos, Amazon Science, Xia & He Publishing Inc.

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Articles

REVES: REvision and VErification–augmented training for test-time scaling

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By Yuanxin Liu, Xinyan Zhao, Ruida Zhou
| Amazon Science
Test-time scaling via sequential revision has emerged as a powerful paradigm for enhancing Large Language Model (LLM) reasoning. However, standard post-training methods primarily optimize single-shot objectives, creating a fundamental misalignment with multi-step inference dynamics.
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Multi-user MultiWOZ: Task-oriented dialogues among multiple users

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By Yohan Jo, Xinyan Zhao, Arijit Biswas
| Amazon Science
While most task-oriented dialogues assume conversations between the agent and one user at a time, dialogue systems are increasingly expected to communicate with multiple users simultaneously who make decisions collaboratively. To facilitate development of such systems, we release the Multi-User MultiWOZ dataset: task-oriented dialogues among two users and one agent.
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Response to the Letter to the Editor: further clarifications on the new histological criteria for autoimmune hepatitis

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By Zikun Ma, Xinyan Zhao, Du ZX
| Wiley Online Library Verified
No abstract is available for this article. Data availability statement Data are available on request from the authors. References 1, , et al. The validation of histological criteria from the IAIH-PG to distinguish AIH from drug-induced liver injury. Histopathology 2026; 88; 636–647. 2, , . The new histological criteria for the diagnosis of autoimmune hepatitis. Histopathology 2026; 88; 1469–1471. 3, , , , , .
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