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Model comparison

Mellum2-12B-A2.5B-Instruct vs MiMo-V2.5

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
No comparison
Xiaomi
58.62/100
0 category wins0 category wins

Public leaderboard positions: Mellum2-12B-A2.5B-Instruct unranked (Not scored); MiMo-V2.5 #62 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Mellum2-12B-A2.5B-Instruct and MiMo-V2.5 share 0 comparable benchmark results. 0 of 8 categories are comparable. 5 results are unique to Mellum2-12B-A2.5B-Instruct; 11 to MiMo-V2.5.

Updated July 23, 2026
Shared results
0
Mellum2-12B-A2.5B-Instruct only
5
MiMo-V2.5 only
11
Comparable categories
0 / 8

Benchmark data for Mellum2-12B-A2.5B-Instruct and MiMo-V2.5 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 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.

MiMo-V2.5 has the larger context window at 1M, compared with 128K for Mellum2-12B-A2.5B-Instruct.

Operational comparison

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

MetricMellum2-12B-A2.5B-InstructMiMo-V2.5Comparison
Input / output priceUSD per 1M tokensMellum2-12B-A2.5B-InstructNot availableMiMo-V2.5Not availableA complete price comparison is not available.
Generation speedtokens per secondMellum2-12B-A2.5B-InstructNot availableMiMo-V2.5Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenMellum2-12B-A2.5B-InstructNot availableMiMo-V2.5Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensMellum2-12B-A2.5B-Instruct128KMiMo-V2.51MMiMo-V2.5 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkMellum2-12B-A2.5B-InstructMiMo-V2.5Result
BFCL v4Source 44.2%Not comparable
Claw-EvalSource 62.3%Not comparable
MM-ClawBenchSource 23.8%Not comparable
Terminal-Bench 2.0Source 65.8%Not comparable
Gert LabsSource 46.89%Not comparable
ResearchClawBenchSource 16.9%Not comparable
Coding
BenchmarkMellum2-12B-A2.5B-InstructMiMo-V2.5Result
SWE-bench ProSource 56.1%Not comparable
Terminal-Bench 2.0Source 65.8%Not comparable
Knowledge
BenchmarkMellum2-12B-A2.5B-InstructMiMo-V2.5Result
MMLU-ReduxSource 78.1%Not comparable
GPQASource 40.9%Not comparable
GPQA-DSource 40.9%Not comparable
Multimodal
BenchmarkMellum2-12B-A2.5B-InstructMiMo-V2.5Result
Video-MME (with subtitle)Source 87.7%Not comparable
CharXivSource 81%Not comparable
MMMU-ProSource 77.9%Not comparable
Design Arena WebsiteSource 1291Not comparable
Inst. Following
BenchmarkMellum2-12B-A2.5B-InstructMiMo-V2.5Result
IFEvalSource 75.8%Not comparable
Frequently Asked Questions (3)

Can I compare Mellum2-12B-A2.5B-Instruct and MiMo-V2.5 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 Mellum2-12B-A2.5B-Instruct and MiMo-V2.5 today?

MiMo-V2.5: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 23, 2026

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