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cs.LG2026
ExpRL: Exploratory RL for LLM Mid-Training
Violet Xiang, Amrith Setlur, Chase Blagden +2
Sparse reward reinforcement learning (RL) has become a standard tool for improving LLM reasoning, but its success depends critically on the coverage present in the base model. In p…
cs.AI2026
BigFinanceBench: A Workflow-Grounded Benchmark for Financial-Research Agents
Alex Wang, Georg Meinhardt, Jacob Katz +4
Financial-research answers are decision-relevant only when another analyst can audit how they were produced: which source was chosen, which period and accounting definition were us…