Knowledge-Certainty Diversity Predicts Human-Human and Human-AI Open-Ended Discussion Synergy and Reveals Pure-AI Discussion Shortfalls

Conversations transform individual knowledge into collective insight, enabling collaborators to solve problems more accurately than they could alone. Whether dialogues among large language models (LLMs) can replicate the synergistic gains observed in human discussion remains unclear. We systematical