NeuReasoner detects neuron fluctuation patterns linked to reasoning failures and inserts special tokens to enable controllable self-correction, delivering up to 27% performance gains and 19-63% lower token use across multiple benchmarks and model sizes.
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NeuReasoner: Towards Explainable, Controllable, and Unified Reasoning via Mixture-of-Neurons
NeuReasoner detects neuron fluctuation patterns linked to reasoning failures and inserts special tokens to enable controllable self-correction, delivering up to 27% performance gains and 19-63% lower token use across multiple benchmarks and model sizes.