Berkeley's T3 corpus shows RAG over thinking traces boosts AIME reasoning by up to 43.9% at EMNLP 2026

berkeley_ai · x · 2026-10-27

At EMNLP 2026 in Budapest, a UC Berkeley team (Negar Empr et al.) presents "RAG over Thinking Traces Can Improve Reasoning Tasks." Counterintuitively, RAG can improve reasoning—if you use the right corpus. They introduce T3 (Transformed Thinking Traces), a corpus built from model thinking traces for RAG over reasoning tasks, yielding gains of up to 43.9% on AIME 2025–2026. Paper and dataset links are in the thread; poster at Poster Session A, Hall H.

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