DeepSeek V3 vs MiniCPM5-1B
Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
DeepSeek V3 leads for most workloads.
Based on BenchLM composite scores, July 2026.
DeepSeek V3
38
MiniCPM5-1B
36
Pick DeepSeek V3 if you want the stronger benchmark profile. MiniCPM5-1B only becomes the better choice if mathematics is the priority or you need the larger 131K context window.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | DeepSeek V3 | Δ | MiniCPM5-1B |
|---|---|---|---|
| Math | 1.7 | → 31.4 | 33.1 |
| Knowledge | 72.8 | ← 28.7 | 44.1 |
| Inst. Following | 86.1 | ← 27.6 | 58.5 |
| Coding | 39.2 | — | — |
Operational Comparison
DeepSeek V3
MiniCPM5-1B
$0.27 / $1.1
N/A
N/A
N/A
N/A
N/A
128K
131K
Quick Verdict
Pick DeepSeek V3 if you want the stronger benchmark profile. MiniCPM5-1B only becomes the better choice if mathematics is the priority or you need the larger 131K context window.
DeepSeek V3 has the cleaner provisional overall profile here, landing at 38 versus 36. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
DeepSeek V3's sharpest advantage is in knowledge, where it averages 72.8 against 44.1. The single biggest benchmark swing on the page is MMLU-Pro, 75.9% to 48.9%. MiniCPM5-1B does hit back in mathematics, so the answer changes if that is the part of the workload you care about most.
MiniCPM5-1B is the reasoning model in the pair, while DeepSeek V3 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. MiniCPM5-1B gives you the larger context window at 131K, compared with 128K for DeepSeek V3.
Benchmark Deep Dive
Frequently Asked Questions (4)
Which is better, DeepSeek V3 or MiniCPM5-1B?
DeepSeek V3 is ahead on BenchLM's provisional leaderboard, 38 to 36. The biggest single separator in this matchup is MMLU-Pro, where the scores are 75.9% and 48.9%.
Which is better for knowledge tasks, DeepSeek V3 or MiniCPM5-1B?
DeepSeek V3 has the edge for knowledge tasks in this comparison, averaging 72.8 versus 44.1. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.
Which is better for math, DeepSeek V3 or MiniCPM5-1B?
MiniCPM5-1B has the edge for math in this comparison, averaging 33.1 versus 1.7. DeepSeek V3 stays close enough that the answer can still flip depending on your workload.
Which is better for instruction following, DeepSeek V3 or MiniCPM5-1B?
DeepSeek V3 has the edge for instruction following in this comparison, averaging 86.1 versus 58.5. Inside this category, IFEval is the benchmark that creates the most daylight between them.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
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