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Limited Marginal Benefit of Reasoning-Heavy LLM Deployment in ESG Narrative Scoring: A 4-Model Consensus Study on Japanese Listed Firms
推理型大模型在ESG叙事评分中边际效益有限：4模型共识实验揭示效率边界，对AI落地金融场景有重要参考。
arXiv:2606.13693v1 Announce Type: cross Abstract: Automated scoring of ESG narrative disclosures with large language models (LLMs) is gaining traction…