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Model comparison

MiniCPM5-1B vs Soofi S 30B-A3B

Data verified

Head-to-head evidence from 3 shared benchmark results across 2 categories. Overall scores shown here use BenchLM's provisional ranking lane.

36/100
Margin
9.0pts
winning →
Soofi Project
45/100
0 category wins1 category wins

Evidence parity. MiniCPM5-1B and Soofi S 30B-A3B share 3 comparable benchmark results. 1 of 8 categories are comparable. 11 results are unique to MiniCPM5-1B; 5 to Soofi S 30B-A3B.

Updated July 15, 2026
Shared results
3
MiniCPM5-1B only
11
Soofi S 30B-A3B only
5
Comparable categories
1 / 8

Pick Soofi S 30B-A3B if you want the stronger benchmark profile. MiniCPM5-1B only becomes the better choice if you want the stronger reasoning-first profile.

Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 2 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Soofi S 30B-A3B is clearly ahead on the provisional aggregate, 45 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Soofi S 30B-A3B's sharpest advantage is in knowledge, where it averages 49.9 against 44.1. The single biggest benchmark swing on the page is MMLU-Pro, 48.9% to 51.4%.

MiniCPM5-1B is the reasoning model in the pair, while Soofi S 30B-A3B 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. Soofi S 30B-A3B gives you the larger context window at 1M, compared with 131K for MiniCPM5-1B.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for MiniCPM5-1B and Soofi S 30B-A3B
CategoryMiniCPM5-1BΔSoofi S 30B-A3B
KnowledgeMiniCPM5-1B44.1Margin 5.8Soofi S 30B-A3B49.9
MathMiniCPM5-1B33.1MarginNo overlapSoofi S 30B-A3BNot measured
Inst. FollowingMiniCPM5-1B58.5MarginNo overlapSoofi S 30B-A3BNot measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · MiniCPM5-1BB · Soofi S 30B-A3B
  1. MMLU-Pro

    Knowledge
    Source ↗
    A 48.9%B 51.4%
    Winner: Soofi S 30B-A3BΔ 2.5
    MMLU-Pro: MiniCPM5-1B scored 48.9%; Soofi S 30B-A3B scored 51.4%. Soofi S 30B-A3B wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricMiniCPM5-1BSoofi S 30B-A3BComparison
Input / output priceUSD per 1M tokensMiniCPM5-1BNot availableSoofi S 30B-A3B$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondMiniCPM5-1BNot availableSoofi S 30B-A3BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenMiniCPM5-1BNot availableSoofi S 30B-A3BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensMiniCPM5-1B131KSoofi S 30B-A3B1MSoofi S 30B-A3B lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkMiniCPM5-1BSoofi S 30B-A3BResult
BFCL v4Source 25.1%Not comparable
Coding
BenchmarkMiniCPM5-1BSoofi S 30B-A3BResult
LiveCodeBench ProSource 22.7%Not comparable
LiveCodeBench v6Source 33.5%Not comparable
HumanEvalSource 73.8%Not comparable
Reasoning
BenchmarkMiniCPM5-1BSoofi S 30B-A3BResult
BBHSource 71.9%78.8%Soofi S 30B-A3B leads
DROPSource 66.5%Not comparable
KnowledgeSoofi S 30B-A3B wins
BenchmarkMiniCPM5-1BSoofi S 30B-A3BResult
MMLU-ProSource 48.9%51.4%Soofi S 30B-A3B leads
MMLU-ReduxSource 70.1%Not comparable
GPQA-DSource 26.3%43.4%Soofi S 30B-A3B leads
SuperGPQASource 23.1%Not comparable
GPQASource 43.4%Not comparable
AGIEvalSource 66.9%Not comparable
Math
BenchmarkMiniCPM5-1BSoofi S 30B-A3BResult
AIME 2025Source 40.4%Not comparable
AIME26Source 40.4%Not comparable
HMMT Feb 2026Source 25.8%Not comparable
MATH-500Source 91.6%Not comparable
GSM8KSource 86.1%Not comparable
Inst. Following
BenchmarkMiniCPM5-1BSoofi S 30B-A3BResult
IFBenchSource 46.7%Not comparable
IFEvalSource 80.4%Not comparable
Frequently Asked Questions (2)

Which is better, MiniCPM5-1B or Soofi S 30B-A3B?

Soofi S 30B-A3B is ahead on BenchLM's provisional leaderboard, 45 to 36. The biggest single separator in this matchup is MMLU-Pro, where the scores are 48.9% and 51.4%.

Which is better for knowledge tasks, MiniCPM5-1B or Soofi S 30B-A3B?

Soofi S 30B-A3B has the edge for knowledge tasks in this comparison, averaging 49.9 versus 44.1. Inside this category, GPQA-D is the benchmark that creates the most daylight between them.

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Last updated: July 15, 2026

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