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EnigmaForge: The Question Is Hidden in the Story

arXiv · AI, language, vision and robotics · article · Sep 24, 2026 · UTC

Most benchmarks hand the model a question. EnigmaForge hands it a stack of old documents and no question at all. Buried in the letters, receipts, and logbook margins is a small logic puzzle whose solution is unique - proved by a SAT solver at generation time, with an ablation certificate showing every clue is load-bearing. Because instances are generated rather than collected, the corpus renews forever. The headline measure is intuition: task success when handed only the story, with world reconstruction as the secondary axis. Twenty-five frontier models ran over 600 instances (17,400 scored re

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Evidence & attribution

First collected: 2026-09-25T06:12:46.948Z. This is not the publication date.