HyperLogic: A Hard, Forward-Authored Chinese Logical Reasoning Benchmark with Execution-Derived Answers

HyperLogic is a challenging Chinese logical reasoning benchmark created using forward-authored items and execution-derived answers. It aims to rigorously test LLMs by forcing them to handle complex, multi-step reasoning scenarios that require maintaining consistency across chained queries. The benchmark reveals significant performance gaps in current models regarding semantic grounding and formal translation fidelity.

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