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Model comparison

GPT-5.1-Codex vs MiMo-V2-Omni

Data verified

Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

52.72/100
Margin
10.4pts
winning →
63.15/100
0 category wins0 category wins

Public leaderboard positions: GPT-5.1-Codex #99 (Estimated); MiMo-V2-Omni #40 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.1-Codex and MiMo-V2-Omni share 12 comparable benchmark results. 0 of 8 categories are comparable. 4 results are unique to GPT-5.1-Codex; 2 to MiMo-V2-Omni.

Updated July 23, 2026
Shared results
12
GPT-5.1-Codex only
4
MiMo-V2-Omni only
2
Comparable categories
0 / 8

Benchmark data for GPT-5.1-Codex and MiMo-V2-Omni is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 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.

GPT-5.1-Codex has the larger context window at 400K, compared with 262K for MiMo-V2-Omni.

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 GPT-5.1-Codex and MiMo-V2-Omni
CategoryGPT-5.1-CodexΔMiMo-V2-Omni
CodingGPT-5.1-CodexNot measuredMarginNo overlapMiMo-V2-Omni74.8

Operational comparison

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

MetricGPT-5.1-CodexMiMo-V2-OmniComparison
Input / output priceUSD per 1M tokensGPT-5.1-CodexNot availableMiMo-V2-OmniNot availableA complete price comparison is not available.
Generation speedtokens per secondGPT-5.1-CodexNot availableMiMo-V2-OmniNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.1-CodexNot availableMiMo-V2-OmniNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.1-Codex400KMiMo-V2-Omni262KGPT-5.1-Codex lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.1-CodexMiMo-V2-OmniResult
τ²-bench resultsSource 83%91.2%MiMo-V2-Omni leads
Gert LabsSource 49.68%Not comparable
JobBenchSource 26.2%Not comparable
Claw-EvalSource 45.2%Not comparable
Coding
BenchmarkGPT-5.1-CodexMiMo-V2-OmniResult
Vibe Code BenchSource 13.12%Not comparable
AA-SciCodeSource 40.2%36.7%GPT-5.1-Codex leads
SWE-bench VerifiedSource 74.8%Not comparable
Reasoning
BenchmarkGPT-5.1-CodexMiMo-V2-OmniResult
AA-LCRSource 67.3%66.7%GPT-5.1-Codex leads
CritPtSource 5.7%1.1%GPT-5.1-Codex leads
Knowledge
BenchmarkGPT-5.1-CodexMiMo-V2-OmniResult
Artificial Analysis Intelligence IndexSource 34.7%35.0%MiMo-V2-Omni leads
AA-GPQA DiamondSource 86.0%82.8%GPT-5.1-Codex leads
AA-HLESource 23.4%19.9%GPT-5.1-Codex leads
AA-Omniscience IndexSource -6.0%-17.4%GPT-5.1-Codex leads
AA-Omniscience AccuracySource 39.2%18.7%GPT-5.1-Codex leads
AA-Omniscience Hallucination RateSource 74.4%44.4%MiMo-V2-Omni leads
Multimodal
BenchmarkGPT-5.1-CodexMiMo-V2-OmniResult
AA-MMMU-ProSource 72.5%69.9%GPT-5.1-Codex leads
Design Arena WebsiteSource 1191Not comparable
Inst. Following
BenchmarkGPT-5.1-CodexMiMo-V2-OmniResult
AA-IFBenchSource 70.0%53.5%GPT-5.1-Codex leads
Frequently Asked Questions (2)

Can I compare GPT-5.1-Codex and MiMo-V2-Omni 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.

Related Comparisons

Last updated: July 23, 2026

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