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#natural language process... Preprint Apr 2026

Efficient Best-Of-N with Radial Consensus Score

Radial Consensus Score (RCS) is introduced, a simple, efficient, and training-free method for best-of-N$ selection that enables it to recover semantically coherent correct answers despite lexical fragmentation, and suggests that geometric consensus can serve as a scalable and reliable alternative to voting-based method...

M. Nguyen, Sunil Gupta, Hung Le · 4 citations
#machine learning Preprint Oct 2026

Think More or Read More? A Token-Budget Theory of Reasoning with Shared Context

Reasoning systems increasingly improve answers by incorporating additional context into the model's input, from multi-agent debate, where agents read their peers'responses, to self-refinement, where a model revisits its own drafts. In these systems, communication consumes context as one agent's output becomes another's...

M. Nguyen, Sunil Gupta, Hung Le · 1 citation

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