Language models engage in counterexample-repair loops for conceptual definitions but produce increasingly verbose outputs without accuracy gains and hit diminishing returns quickly.
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The Counterexample Game: Iterated Conceptual Analysis and Repair in Language Models
Language models engage in counterexample-repair loops for conceptual definitions but produce increasingly verbose outputs without accuracy gains and hit diminishing returns quickly.