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Jiaqi Deng

2 papers indexed

arxivcs.AI2026-07-03

Beyond Forecasting: The Belief-to-Trade Layer in Prediction-Market Agents

Yishu Wang, Yuxuan Wang, Jiaqi Deng, Hanyang Tang

Forecasting future events has attracted growing attention as a testbed for general-purpose AI. A natural way to ground this evaluation is let the models trade in the prediction markets. Trading, however, requires more than forecasting. Moreover, recent benchmarks report a substan…

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arxivcs.AI2026-06-28

OSWorld 2.0: Benchmarking Computer Use Agents on Long-Horizon Real-World Tasks

Mengqi Yuan, Zilong Zhou, Xinzhuang Xiong, Weiming Wu, Jiayang Sun, Jiamin Song, et al.

Existing computer-use benchmarks fail to capture the realism, complexity, and long-horizon demands of real-world computer use, limiting their ability to reveal the limitations of frontier agents. We introduce OSWorld 2.0, a benchmark of 108 long-horizon computer-use workflows acr…

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