Paul Steven Scotti

Sophont Inc

Papers on Lattice

Total citations

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Research focus

Inference & Quantization (1)Reasoning & Chain-of-Thought (1)Training Efficiency & Optimization (1)

Frequent co-authors

Maxime Griot (1)Tanishq Mathew Abraham (1)

Papers (1)

Jun 4, 2026

Université catholique de LouvainJun 4, 2026·also Sophont Inc

Compress-Distill: Reasoning Trace Compression for Efficient Knowledge Distillation

Compressed reasoning traces can boost training efficiency by up to 18x while retaining up to 96% of accuracy from raw traces, but they come with a trade-off in performance.

Maxime Griot, Paul Steven Scotti, Tanishq Mathew Abraham

Inference & Quantization Reasoning & Chain-of-Thought Training Efficiency & Optimization

Paul Steven Scotti

Research focus

Frequent co-authors

Papers (1)

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Paul Steven Scotti

Research focus

Frequent co-authors

Papers (1)