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Hans Peter Lyngsøe Raaschou-jensen

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Preprint Oct 2026

BatchParScale: Sparse Batch-Mixing for Sequence Models

Recent test-time scaling methods improve model performance by increasing inference-time compute. One practical form of this is parallel scaling, where a model samples multiple independent reasoning streams and aggregates their answers using methods like voting, reranking, or verification. While effective, this approach...

Hans Peter Lyngsøe Raaschou-jensen, M. Kaya, Desmond Elliott · 0 citations

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