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Model comparison

DeepSeek V4 Pro vs MiMo-V2.5

Data verified

Head-to-head evidence from 7 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

60.66/100
Margin
2.0pts
← winning
Xiaomi
58.62/100
1 category wins1 category wins

Public leaderboard positions: DeepSeek V4 Pro #46 (Supported); MiMo-V2.5 #62 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Pro and MiMo-V2.5 share 7 comparable benchmark results. 2 of 8 categories are comparable. 16 results are unique to DeepSeek V4 Pro; 4 to MiMo-V2.5.

Updated July 23, 2026
Shared results
7
DeepSeek V4 Pro only
16
MiMo-V2.5 only
4
Comparable categories
2 / 8

Pick DeepSeek V4 Pro if you want the stronger benchmark profile. MiMo-V2.5 only becomes the better choice if agentic is the priority or you want the stronger reasoning-first profile.

Confidence note. This is a partial-evidence comparison with 7 shared benchmark results across 3 evidence categories; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

DeepSeek V4 Pro has the cleaner BenchAlign overall profile here, landing at 60.66 versus 58.62. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

DeepSeek V4 Pro's sharpest advantage is in coding, where it averages 65.3 against 56.1. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 59.1% to 65.8%. MiMo-V2.5 does hit back in agentic, so the answer changes if that is the part of the workload you care about most.

MiMo-V2.5 is the reasoning model in the pair, while DeepSeek V4 Pro 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 Pro and MiMo-V2.5
CategoryDeepSeek V4 ProΔMiMo-V2.5
CodingDeepSeek V4 Pro65.3Margin 9.2MiMo-V2.556.1
AgenticDeepSeek V4 Pro59.1Margin 6.7MiMo-V2.565.8
KnowledgeDeepSeek V4 Pro41.3MarginNo overlapMiMo-V2.5Not measured
MathDeepSeek V4 Pro31.7MarginNo overlapMiMo-V2.5Not measured
MultimodalDeepSeek V4 ProNot measuredMarginNo overlapMiMo-V2.579.0

Decisive benchmark drivers

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

More
A · DeepSeek V4 ProB · MiMo-V2.5
  1. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 59.1%B 65.8%
    Winner: MiMo-V2.5Δ 6.7
    Terminal-Bench 2.0: DeepSeek V4 Pro scored 59.1%; MiMo-V2.5 scored 65.8%. MiMo-V2.5 wins this benchmark.
  2. SWE-bench Pro

    Coding
    Source ↗
    A 52.1%B 56.1%
    Winner: MiMo-V2.5Δ 4
    SWE-bench Pro: DeepSeek V4 Pro scored 52.1%; MiMo-V2.5 scored 56.1%. MiMo-V2.5 wins this benchmark.

Operational comparison

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

MetricDeepSeek V4 ProMiMo-V2.5Comparison
Input / output priceUSD per 1M tokensDeepSeek V4 Pro$0.435 input / $0.87 outputMiMo-V2.5Not availableA complete price comparison is not available.
Generation speedtokens per secondDeepSeek V4 ProNot availableMiMo-V2.5Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 ProNot availableMiMo-V2.5Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Pro1MMiMo-V2.51MListed context windows are equal.

Benchmark Deep Dive

AgenticMiMo-V2.5 wins
BenchmarkDeepSeek V4 ProMiMo-V2.5Result
Terminal-Bench 2.0Source 59.1%65.8%MiMo-V2.5 leads
MCP AtlasSource 69.4%Not comparable
ToolathlonSource 46.3%Not comparable
Claw-EvalSource 59.8%62.3%MiMo-V2.5 leads
Gert LabsSource 50.28%46.89%DeepSeek V4 Pro leads
ResearchClawBenchSource 17.1%16.9%DeepSeek V4 Pro leads
MM-ClawBenchSource 23.8%Not comparable
CodingDeepSeek V4 Pro wins
BenchmarkDeepSeek V4 ProMiMo-V2.5Result
SWE-bench VerifiedSource 73.6%Not comparable
SWE-bench ProSource 52.1%56.1%MiMo-V2.5 leads
SWE MultilingualSource 69.8%Not comparable
Terminal-Bench 2.0Source 59.1%65.8%MiMo-V2.5 leads
Reasoning
BenchmarkDeepSeek V4 ProMiMo-V2.5Result
MRCR 1MSource 44.7%Not comparable
CorpusQA 1MSource 35.6%Not comparable
Knowledge
BenchmarkDeepSeek V4 ProMiMo-V2.5Result
MMLU-ProSource 82.9%Not comparable
SimpleQASource 45%Not comparable
Chinese-SimpleQASource 75.8%Not comparable
GPQASource 72.9%Not comparable
GPQA-DSource 72.9%Not comparable
HLESource 7.7%Not comparable
Math
BenchmarkDeepSeek V4 ProMiMo-V2.5Result
HMMT Feb 2026Source 31.7%Not comparable
IMOAnswerBenchSource 35.3%Not comparable
ApexSource 0.4%Not comparable
Apex ShortlistSource 9.2%Not comparable
Multimodal
BenchmarkDeepSeek V4 ProMiMo-V2.5Result
Design Arena WebsiteSource 12641291MiMo-V2.5 leads
Video-MME (with subtitle)Source 87.7%Not comparable
CharXivSource 81%Not comparable
MMMU-ProSource 77.9%Not comparable
Frequently Asked Questions (3)

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

DeepSeek V4 Pro is ahead on BenchLM's BenchAlign leaderboard, 60.66 to 58.62. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 59.1% and 65.8%.

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

DeepSeek V4 Pro has the edge for coding in this comparison, averaging 65.3 versus 56.1. 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 Pro or MiMo-V2.5?

MiMo-V2.5 has the edge for agentic tasks in this comparison, averaging 65.8 versus 59.1. 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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