Author

Jinwoo Jeong

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#natural language process... Preprint Sep 2026

Taming Speculative Search for Test-Time Scaling in LLM Serving

Test-time scaling has recently emerged as a powerful approach for improving LLM reasoning by allocating additional computation during inference, substantially enhancing accuracy on challenging tasks such as mathematics and coding. To accelerate the exploration of reasoning paths, recent studies proposed speculative exe...

Jinwoo Jeong, Woohyun Choi, Myeongjae Jeon et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Parallelism Strategy Chaining for Fast Training Convergence

This paper proposes CONA, a new training method that introduces online strategy chaining, which ranks candidate strategies during training using a surrogate metric built from compute throughput and gradient statistics, and switches the current strategy to a new strategy with a higher metric.

Mi-Gyung Kang, Changyong Shin, Younghun Go et al. · 0 citations