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Model comparison

Llama 4 Scout vs MiMo-V2-Flash

Data verified

Head-to-head evidence from 15 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

39.87/100
Margin
14.2pts
winning →
54.06/100
0 category wins0 category wins

Public leaderboard positions: Llama 4 Scout #174 (Supported); MiMo-V2-Flash #91 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Llama 4 Scout and MiMo-V2-Flash share 15 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to Llama 4 Scout; 4 to MiMo-V2-Flash.

Updated July 22, 2026
Shared results
15
Llama 4 Scout only
3
MiMo-V2-Flash only
4
Comparable categories
0 / 8

Benchmark data for Llama 4 Scout and MiMo-V2-Flash is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 15 shared benchmark results across 5 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Llama 4 Scout has the larger context window at 10M, compared with 256K for MiMo-V2-Flash.

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 Llama 4 Scout and MiMo-V2-Flash
CategoryLlama 4 ScoutΔMiMo-V2-Flash
CodingLlama 4 ScoutNot measuredMarginNo overlapMiMo-V2-Flash73.4
KnowledgeLlama 4 ScoutNot measuredMarginNo overlapMiMo-V2-Flash84.7

Operational comparison

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

MetricLlama 4 ScoutMiMo-V2-FlashComparison
Input / output priceUSD per 1M tokensLlama 4 Scout$0 input / $0 outputMiMo-V2-Flash$0 input / $0 outputListed prices are equal.
Generation speedtokens per secondLlama 4 Scout128 tok/sMiMo-V2-Flash129 tok/sMiMo-V2-Flash has the higher measured throughput.
First-answer latencyseconds to first tokenLlama 4 Scout0.70 sMiMo-V2-Flash2.14 sLlama 4 Scout reaches the first token sooner.
Context windowmaximum listed tokensLlama 4 Scout10MMiMo-V2-Flash256KLlama 4 Scout lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLlama 4 ScoutMiMo-V2-FlashResult
AA Agentic IndexSource 1.1%12.0%MiMo-V2-Flash leads
τ²-bench resultsSource 15.5%83.9%MiMo-V2-Flash leads
GDPval-AASource 0.0%16.7%MiMo-V2-Flash leads
GDPval-AASource 90833MiMo-V2-Flash leads
Coding
BenchmarkLlama 4 ScoutMiMo-V2-FlashResult
AA Coding IndexSource 8.2%49.8%MiMo-V2-Flash leads
AA-SciCodeSource 17.0%25.9%MiMo-V2-Flash leads
SWE-bench VerifiedSource 73.4%Not comparable
Reasoning
BenchmarkLlama 4 ScoutMiMo-V2-FlashResult
AA-LCRSource 25.8%31.3%MiMo-V2-Flash leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkLlama 4 ScoutMiMo-V2-FlashResult
Artificial Analysis Intelligence IndexSource 10.0%24.7%MiMo-V2-Flash leads
AA-GPQA DiamondSource 58.7%65.6%MiMo-V2-Flash leads
AA-HLESource 4.3%8.0%MiMo-V2-Flash leads
AA-Omniscience IndexSource -52.4%-48.5%MiMo-V2-Flash leads
AA-Omniscience AccuracySource 14.6%15.2%MiMo-V2-Flash leads
AA-Omniscience Hallucination RateSource 78.3%75.1%MiMo-V2-Flash leads
GPQASource 83.7%Not comparable
MMLU-ProSource 84.9%Not comparable
Math
BenchmarkLlama 4 ScoutMiMo-V2-FlashResult
FrontierMath v2 (Tiers 1-3)Source 0.000%Not comparable
AIME 2025Source 94.1%Not comparable
Multimodal
BenchmarkLlama 4 ScoutMiMo-V2-FlashResult
AA-MMMU-ProSource 52.9%Not comparable
Design Arena WebsiteSource 780Not comparable
Inst. Following
BenchmarkLlama 4 ScoutMiMo-V2-FlashResult
AA-IFBenchSource 39.5%39.9%MiMo-V2-Flash leads
Frequently Asked Questions (3)

Can I compare Llama 4 Scout and MiMo-V2-Flash on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Llama 4 Scout and MiMo-V2-Flash today?

Llama 4 Scout: $0.00 input / $0.00 output per 1M tokens MiMo-V2-Flash: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Llama 4 Scout
API / mo$0
Self-host / mo$2,278
Break-even
MiMo-V2-Flash
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

Related Comparisons

Last updated: July 22, 2026

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