Julius Steiglechner

LLMs Can See the Smoke but not the Fire: Evaluating Abductive Reasoning with Elenchos

Elenchos is introduced, a generative evaluation framework that measures abductive reasoning as a structural inverse problem and suggests diminishing returns from increased inference-time reasoning, with only modest improvements under larger reasoning budgets.