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Researchers at MIT CSAIL and Harvard used a modified Battleship game to study and improve language models' question-asking abilities. By applying Monte Carlo inference strategies, they significantly boosted smaller models like Llama 4 Scout's win rate from 8% to 82% against humans, outperforming larger models at a fraction of the cost.
Clarity Agent is an open-source AI tool from Microsoft that helps users clarify their thinking by asking questions, producing version-controlled Markdown documents for problem definition, solution analysis, and failure mode exploration.