DeepSeek-Math and o1-preview don't publish scores on any of the same benchmarks, so there's no direct head-to-head comparison. DeepSeek-Math shipped 162 days before o1-preview, so benchmark comparisons should account for the intervening progress.

DeepSeek-Math is open weight, while o1-preview is proprietary.

Direct benchmark comparisons are unavailable — DeepSeek-Math and o1-preview don't publish scores on any of the same benchmarks.