LogiPlan introduces a three-task benchmark with controllable graph complexity, showing that although reasoning models excel at plan generation, all models degrade sharply on cycle detection and deep comparison questions.
Graph of logic: Enhancing llm reasoning with graphs and symbolic logic
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LogiPlan: A Structured Benchmark for Logical Planning and Relational Reasoning in LLMs
LogiPlan introduces a three-task benchmark with controllable graph complexity, showing that although reasoning models excel at plan generation, all models degrade sharply on cycle detection and deep comparison questions.