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Saisai Hu

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#artificial intelligence Preprint Sep 2026

MM-FinEval: A Multi-Task Multimodal Benchmark for Real-World Financial Forecasting

Financial forecasting from earnings conference calls requires models to reason over complex corporate disclosures, market expectations, and subtle communication signals. However, existing financial benchmarks are often limited to unimodal inputs or single-task settings, making it difficult to evaluate whether multimoda...

Dong Shu, Yan-Guang Liu, Huo-Pu Zhang et al. · 0 citations
Preprint Aug 2026

Training Needs Trustworthy Worlds: Verified Synthetic Web Environments for Agent Learning

These results show that verified synthetic environments can serve as a scalable and reliable training substrate for compact web agents, shifting synthetic webagent learning from surface-level plausibility toward executable, state-grounded supervision.

Cheng-Hao Zhang, Yu-Xiang Cheng, Sai-Sai Hu et al. · 0 citations

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