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Model comparison

MiMo-V2-Flash vs Qwen3 235B 2507

Data verified

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

54.06/100
Margin
2.0pts
winning →
56.02/100
1 category wins0 category wins

Public leaderboard positions: MiMo-V2-Flash #91 (Supported); Qwen3 235B 2507 #78 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. MiMo-V2-Flash and Qwen3 235B 2507 share 2 comparable benchmark results. 1 of 8 categories are comparable. 17 results are unique to MiMo-V2-Flash; 2 to Qwen3 235B 2507.

Updated July 23, 2026
Shared results
2
MiMo-V2-Flash only
17
Qwen3 235B 2507 only
2
Comparable categories
1 / 8

Pick Qwen3 235B 2507 if you want the stronger benchmark profile. MiMo-V2-Flash only becomes the better choice if knowledge is the priority or you need the larger 256K context window.

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

Why this result

Qwen3 235B 2507 has the cleaner BenchAlign overall profile here, landing at 56.02 versus 54.06. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

MiMo-V2-Flash is the reasoning model in the pair, while Qwen3 235B 2507 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. MiMo-V2-Flash gives you the larger context window at 256K, compared with 128K for Qwen3 235B 2507.

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 MiMo-V2-Flash and Qwen3 235B 2507
CategoryMiMo-V2-FlashΔQwen3 235B 2507
KnowledgeMiMo-V2-Flash84.7Margin 5.8Qwen3 235B 250778.9
CodingMiMo-V2-Flash73.4MarginNo overlapQwen3 235B 2507Not measured
MultilingualMiMo-V2-FlashNot measuredMarginNo overlapQwen3 235B 250779.4

Decisive benchmark drivers

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

More
A · MiMo-V2-FlashB · Qwen3 235B 2507
  1. GPQA

    Knowledge
    Source ↗
    A 83.7%B 77.5%
    Winner: MiMo-V2-FlashΔ 6.2
    GPQA: MiMo-V2-Flash scored 83.7%; Qwen3 235B 2507 scored 77.5%. MiMo-V2-Flash wins this benchmark.
  2. MMLU-Pro

    Knowledge
    Source ↗
    A 84.9%B 83%
    Winner: MiMo-V2-FlashΔ 1.9
    MMLU-Pro: MiMo-V2-Flash scored 84.9%; Qwen3 235B 2507 scored 83%. MiMo-V2-Flash wins this benchmark.

Operational comparison

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

MetricMiMo-V2-FlashQwen3 235B 2507Comparison
Input / output priceUSD per 1M tokensMiMo-V2-Flash$0 input / $0 outputQwen3 235B 2507$0 input / $0 outputListed prices are equal.
Generation speedtokens per secondMiMo-V2-Flash129 tok/sQwen3 235B 2507Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenMiMo-V2-Flash2.14 sQwen3 235B 2507Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensMiMo-V2-Flash256KQwen3 235B 2507128KMiMo-V2-Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkMiMo-V2-FlashQwen3 235B 2507Result
AA Agentic IndexSource 12.0%Not comparable
τ²-bench resultsSource 83.9%Not comparable
GDPval-AASource 16.7%Not comparable
GDPval-AASource 833Not comparable
Coding
BenchmarkMiMo-V2-FlashQwen3 235B 2507Result
SWE-bench VerifiedSource 73.4%Not comparable
AA Coding IndexSource 49.8%Not comparable
AA-SciCodeSource 25.9%Not comparable
Reasoning
BenchmarkMiMo-V2-FlashQwen3 235B 2507Result
AA-LCRSource 31.3%Not comparable
CritPtSource 0.0%Not comparable
KnowledgeMiMo-V2-Flash wins
BenchmarkMiMo-V2-FlashQwen3 235B 2507Result
GPQASource 83.7%77.5%MiMo-V2-Flash leads
MMLU-ProSource 84.9%83%MiMo-V2-Flash leads
Artificial Analysis Intelligence IndexSource 24.7%Not comparable
AA-GPQA DiamondSource 65.6%Not comparable
AA-HLESource 8.0%Not comparable
AA-Omniscience IndexSource -48.5%Not comparable
AA-Omniscience AccuracySource 15.2%Not comparable
AA-Omniscience Hallucination RateSource 75.1%Not comparable
SuperGPQASource 62.6%Not comparable
Math
BenchmarkMiMo-V2-FlashQwen3 235B 2507Result
AIME 2025Source 94.1%Not comparable
Multilingual
BenchmarkMiMo-V2-FlashQwen3 235B 2507Result
MMLU-ProXSource 79.4%Not comparable
Inst. Following
BenchmarkMiMo-V2-FlashQwen3 235B 2507Result
AA-IFBenchSource 39.9%Not comparable
Frequently Asked Questions (2)

Which is better, MiMo-V2-Flash or Qwen3 235B 2507?

Qwen3 235B 2507 is ahead on BenchLM's BenchAlign leaderboard, 56.02 to 54.06. The biggest single separator in this matchup is GPQA, where the scores are 83.7% and 77.5%.

Which is better for knowledge tasks, MiMo-V2-Flash or Qwen3 235B 2507?

MiMo-V2-Flash has the edge for knowledge tasks in this comparison, averaging 84.7 versus 78.9. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 23, 2026

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