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Jia-Shuo Liu

2 papers indexed here

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#natural language process... Preprint Sep 2026

Can Language Models Learn to Forecast Stock Prices

Results show that post-training can substantially improve financial forecasting performance, together with changes in how the model investigates the market, on this outcome-selected benchmark.

Jia-Cheng Guo, Suo-Zhi Huang, Shu-Zhen Li et al. · 0 citations
#artificial intelligence Preprint Jan 2026

VeRA: Renewing Reasoning Benchmarks with Executable Specifications

Executable families support repeatable benchmark renewal, with validation improving task quality and selection shaping the delivered challenge, with validation improving task quality and selection shaping the delivered challenge.

Ze-Rui Cheng, Jia-Shuo Liu, Chun-Jie Wu et al. · 0 citations

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