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cs.AI2026
Harnessing Pre-Resolution Signals for Future Prediction Agents
Chuyang Wei, Maohang Gao, Zhixin Han +12
Many high-stakes decisions depend on forecasts made before outcomes are known. In this future prediction setting, the central challenge is that public evidence evolves over time, w…
cs.AI2026
Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows
Haoyu Dong, Pengkun Zhang, Yan Gao +6
We introduce FinWorkBench (a.k.a. Finch) for evaluating AI agents on real-world, enterprise-grade finance and accounting workflows that interleave data entry, structuring, formatti…