Unverified50% confidenceBenchmarkExact time
An 8-input controlled experiment showed that human-guided recursive refinement can make every input satisfy all 7 requirements, whereas under the parallel Oracle@8 scheme, on average only 3 can be satisfied.
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50%
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Long-term
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10/16/2026
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UnverifiedThe experimental comparison includes eight automatically generated harnesses plus one baseline program, alongside nine byte-for-byte identical copies of the baseline as a control, with each member executed three times.73% similarUnverifiedEach ARC problem consists of pairs of input-output grid images; the test taker must infer the rule from 3–5 examples and apply it to a new input, and no two problems share the same solution rule.71% similarUnverifiedRAM使用ODE而非随机采样从当前模型采样，每个端点采样一次可生成多个（作者使用8个）相互条件独立的加噪训练目标68% similarUnverifiedIn testing, all nine inputs of varying difficulty were routed through demo-smart, and the actually selected models matched expectations in every case.67% similarUnverifiedIn the example, 4 input cases multiplied by 3 acceptance requirements gives 12 assertions.66% similar
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