SPIRAL: Learning to Search and Aggregate
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“Stanford unveils Spiral, integrating sequential, parallel, and aggregative RL for improved reasoning. This approach boosts performance by up to 15% in complex tasks. https://arxiv.org/abs/2606.23595” evidence ↗
“Stanford unveils Spiral, integrating sequential, parallel, and aggregative RL for improved reasoning. This approach boosts performance by up to 15% in complex tasks. https://arxiv.org/abs/2606.23595”
“LLM RL optimizes for sequential reasoning We also optimize over the reasoning strategy, incl parallel trains of thought, aggregation of parallel traces, & sequential reasoning This allows the model to better explore & allocate compute at test time h…”