"In simpler problems, reasoning models often find the correct solution early but then continue exploring incorrect solutions." — Parshin Shojaee
"Models first explore incorrect solutions and mostly later in thought arrive at the correct ones." — Parshin Shojaee
"The reasoning traces reveal complexity-dependent patterns of explored solutions." — Parshin Shojaee
"This indicates LRMs possess limited self-correction capabilities that, while valuable, reveal fundamental inefficiencies." — Parshin Shojaee
"Overthinking leads to the waste of compute." — Parshin Shojaee

Nature of Overthinking Phenomenon

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