LLMs score poorly on CounterMATH, a new counterexample-based university math benchmark, and a 1,025-sample counterexample fine-tune yields small and partly inconsistent gains.
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One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs
LLMs score poorly on CounterMATH, a new counterexample-based university math benchmark, and a 1,025-sample counterexample fine-tune yields small and partly inconsistent gains.