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Escaping the cognitive well: Efficient competition math with off-the-shelf models.arXiv preprint arXiv:2602.16793

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cs.AI 2 cs.LO 1

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2026 3

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OpenDeepThink: Parallel Reasoning via Bradley-Terry Aggregation

cs.AI · 2026-05-14 · conditional · novelty 6.0 · 2 refs

OpenDeepThink uses Bradley-Terry aggregation of LLM pairwise judgments to rank and evolve parallel reasoning traces, improving Gemini 3.1 Pro Codeforces Elo by 405 points over eight rounds.

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