Unverified50% confidenceBenchmarkExact time
In the first round of 34 logical reasoning questions, a single-head model similar to JEV achieved an accuracy of 94.12%, while GAN8 achieved 93.01%, nearly tied.
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9/21/2026
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UnverifiedIn the fourth round of fusion experiments, treating JEV as the 9th framework and taking the highest score yielded an overall accuracy of 81.5%, but parity dropped back to 50%.75% similarUnverifiedFor the 7B model, accuracy with the solver was 75.31% versus 72.02% for direct calculation, a paired improvement of +3.29 percentage points, with a 95% cluster interval of [-3.49, 10.38] crossing zero, making the advantage non-significant.70% similarUnverifiedThe standard normal quantile z-value corresponding to the 95% confidence level is approximately 1.96.69% similarVerifiedIf the accuracy per step is 95%, after 20 steps the overall accuracy will drop to approximately 36%.67% similarVerifiedA 2023 Stanford University study showed that multimodal models such as GPT-4V, when parsing flowcharts with nested conditional logic, had accuracy approximately 15–25 percentage points lower than equivalent textual descriptions.67% similar
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