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Model comparison

DeepSeek V4 Flash vs MiMo-V2.5-Pro

Data verified

Head-to-head evidence from 7 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

58.88/100
Margin
11.3pts
winning →
70.19/100
1 category wins2 category wins

Public leaderboard positions: DeepSeek V4 Flash #61 (Estimated); MiMo-V2.5-Pro #14 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Flash and MiMo-V2.5-Pro share 7 comparable benchmark results. 3 of 8 categories are comparable. 15 results are unique to DeepSeek V4 Flash; 24 to MiMo-V2.5-Pro.

Updated July 23, 2026
Shared results
7
DeepSeek V4 Flash only
15
MiMo-V2.5-Pro only
24
Comparable categories
3 / 8

Pick MiMo-V2.5-Pro if you want the stronger benchmark profile. DeepSeek V4 Flash only becomes the better choice if coding is the priority or you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 7 shared benchmark results across 4 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

MiMo-V2.5-Pro is clearly ahead on the BenchAlign aggregate, 70.19 to 58.88. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

MiMo-V2.5-Pro's sharpest advantage is in agentic, where it averages 68.4 against 49.1. The single biggest benchmark swing on the page is HLE, 8.1% to 48%. DeepSeek V4 Flash does hit back in coding, so the answer changes if that is the part of the workload you care about most.

MiMo-V2.5-Pro is the reasoning model in the pair, while DeepSeek V4 Flash 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.

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 DeepSeek V4 Flash and MiMo-V2.5-Pro
CategoryDeepSeek V4 FlashΔMiMo-V2.5-Pro
AgenticDeepSeek V4 Flash49.1Margin 19.3MiMo-V2.5-Pro68.4
KnowledgeDeepSeek V4 Flash38.8Margin 9.2MiMo-V2.5-Pro48.0
CodingDeepSeek V4 Flash64.2Margin 7.0MiMo-V2.5-Pro57.2
MathDeepSeek V4 Flash40.8MarginNo overlapMiMo-V2.5-ProNot measured

Decisive benchmark drivers

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

More
A · DeepSeek V4 FlashB · MiMo-V2.5-Pro
  1. HLE

    Knowledge
    Source ↗
    A 8.1%B 48%
    Winner: MiMo-V2.5-ProΔ 39.9
    HLE: DeepSeek V4 Flash scored 8.1%; MiMo-V2.5-Pro scored 48%. MiMo-V2.5-Pro wins this benchmark.
  2. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 49.1%B 68.4%
    Winner: MiMo-V2.5-ProΔ 19.3
    Terminal-Bench 2.0: DeepSeek V4 Flash scored 49.1%; MiMo-V2.5-Pro scored 68.4%. MiMo-V2.5-Pro wins this benchmark.
  3. SWE-bench Pro

    Coding
    Source ↗
    A 49.1%B 57.2%
    Winner: MiMo-V2.5-ProΔ 8.1
    SWE-bench Pro: DeepSeek V4 Flash scored 49.1%; MiMo-V2.5-Pro scored 57.2%. MiMo-V2.5-Pro wins this benchmark.

Operational comparison

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

MetricDeepSeek V4 FlashMiMo-V2.5-ProComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Flash$0.14 input / $0.28 outputMiMo-V2.5-ProNot availableA complete price comparison is not available.
Generation speedtokens per secondDeepSeek V4 FlashNot availableMiMo-V2.5-ProNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 FlashNot availableMiMo-V2.5-ProNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Flash1MMiMo-V2.5-Pro1MListed context windows are equal.

Benchmark Deep Dive

AgenticMiMo-V2.5-Pro wins
BenchmarkDeepSeek V4 FlashMiMo-V2.5-ProResult
Terminal-Bench 2.0Source 49.1%68.4%MiMo-V2.5-Pro leads
MCP AtlasSource 64%Not comparable
ToolathlonSource 40.7%Not comparable
Claw-EvalSource 57.8%63.8%MiMo-V2.5-Pro leads
Gert LabsSource 54.35%62.70%MiMo-V2.5-Pro leads
GDPval-AASource 1265Not comparable
τ³-bench resultsSource 72.9%Not comparable
AA Agentic IndexSource 29.1%Not comparable
τ²-bench resultsSource 94.2%Not comparable
GDPval-AASource 38.3%Not comparable
APEX-Agents-AASource 2.4%Not comparable
AA BriefcaseSource 873Not comparable
AA ITBenchSource 38.2%Not comparable
terminalBenchHardSource 43.2%Not comparable
aaTerminalBench21Source 65.2%Not comparable
AA Harvey LABSource 73.3%Not comparable
CodingDeepSeek V4 Flash wins
BenchmarkDeepSeek V4 FlashMiMo-V2.5-ProResult
SWE-bench VerifiedSource 73.7%Not comparable
SWE-bench ProSource 49.1%57.2%MiMo-V2.5-Pro leads
SWE MultilingualSource 69.7%Not comparable
Terminal-Bench 2.0Source 49.1%68.4%MiMo-V2.5-Pro leads
AA Coding IndexSource 60.2%Not comparable
AA-SciCodeSource 50.2%Not comparable
Reasoning
BenchmarkDeepSeek V4 FlashMiMo-V2.5-ProResult
MRCR 1MSource 37.5%Not comparable
CorpusQA 1MSource 15.5%Not comparable
AA-LCRSource 73.3%Not comparable
CritPtSource 4.0%Not comparable
KnowledgeMiMo-V2.5-Pro wins
BenchmarkDeepSeek V4 FlashMiMo-V2.5-ProResult
MMLU-ProSource 83%Not comparable
SimpleQASource 23.1%Not comparable
Chinese-SimpleQASource 71.5%Not comparable
GPQASource 71.2%Not comparable
GPQA-DSource 71.2%Not comparable
HLESource 8.1%48%MiMo-V2.5-Pro leads
HLE w/o toolsSource 34%Not comparable
Artificial Analysis Intelligence IndexSource 42.2%Not comparable
AA-GPQA DiamondSource 86.6%Not comparable
AA-HLESource 33.8%Not comparable
AA-Omniscience IndexSource 3.6%Not comparable
AA-Omniscience AccuracySource 22.6%Not comparable
AA-Omniscience Hallucination RateSource 24.5%Not comparable
AA Openness IndexSource 38.9%Not comparable
Math
BenchmarkDeepSeek V4 FlashMiMo-V2.5-ProResult
HMMT Feb 2026Source 40.8%Not comparable
IMOAnswerBenchSource 41.9%Not comparable
ApexSource 1.0%Not comparable
Apex ShortlistSource 9.3%Not comparable
Multimodal
BenchmarkDeepSeek V4 FlashMiMo-V2.5-ProResult
Design Arena WebsiteSource 12381298MiMo-V2.5-Pro leads
Inst. Following
BenchmarkDeepSeek V4 FlashMiMo-V2.5-ProResult
AA-IFBenchSource 79.9%Not comparable
Frequently Asked Questions (4)

Which is better, DeepSeek V4 Flash or MiMo-V2.5-Pro?

MiMo-V2.5-Pro is ahead on BenchLM's BenchAlign leaderboard, 70.19 to 58.88. The biggest single separator in this matchup is HLE, where the scores are 8.1% and 48%.

Which is better for knowledge tasks, DeepSeek V4 Flash or MiMo-V2.5-Pro?

MiMo-V2.5-Pro has the edge for knowledge tasks in this comparison, averaging 48 versus 38.8. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, DeepSeek V4 Flash or MiMo-V2.5-Pro?

DeepSeek V4 Flash has the edge for coding in this comparison, averaging 64.2 versus 57.2. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, DeepSeek V4 Flash or MiMo-V2.5-Pro?

MiMo-V2.5-Pro has the edge for agentic tasks in this comparison, averaging 68.4 versus 49.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

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Last updated: July 23, 2026

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