In Controlled LLM Markets, Full Disclosure Helped Some Models and Hurt Others
AI-generated summary A preprint published on Nov. 5, 2026, examines how the precision of information provided to large language models affects their performance in trade and negotiation. The study found that increasing information transparency does not consistently improve performance, as outcomes depend heavily on the specific model and market structure.