Specialist prompt decomposition improves numerical financial tasks but not judgment tasks on a frontier LLM, whereas GRPO post-training of a smaller model improves judgment tasks with transfer to unseen firms.
The effect of legal environment and regulatory structure on performance: Cross-country evidence from REITs.Journal of Real Estate Finance and Economics,
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From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate
Specialist prompt decomposition improves numerical financial tasks but not judgment tasks on a frontier LLM, whereas GRPO post-training of a smaller model improves judgment tasks with transfer to unseen firms.