Siyuan Feng

Manuscript received February 24, 2025; revised August 19, 2025 and November 26, 2025; accepted February 7, 2026

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Data Curation & Synthetic Data (1)Natural Language Processing (1)Scientific Discovery & Drug Design (1)

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Yiwei Qin (1)Zhen Huang (1)Tiantian Mi (1)Weiye Si (1)

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Feb 8, 2026

Yiwei Qin +7Feb 8, 2026·also Columbia, Manuscript received February 24

Data Darwinism Part I: Unlocking the Value of Scientific Data for Pre-training

Frontier LLMs can unlock substantial performance gains in scientific domains by refining and completing raw scientific text, leading to a +8.40 point improvement on domain-aligned tasks.

Yiwei Qin, Zhen Huang, Tiantian Mi +5

Data Curation & Synthetic Data Natural Language Processing Scientific Discovery & Drug Design

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Siyuan Feng

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Frequent co-authors

Papers (1)