Witness: Discovery, Deciphering, and Epiphany in Interactive Puzzle Environments
Results point to rule acquisition as a major difficulty for frontier models like Opus-5 while smaller models further struggle on rule-based execution, and indicate that RL on hidden-rule puzzles transfers to broader rules and real-world tasks beyond training.
Guang-Han Ning, Ping Liu, Lin-Yi Li et al.
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