Skip to main content

Model comparison

MiMo-V2.5-Pro vs Qwen3.5-122B-A10B

Data verified

Head-to-head evidence from 16 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

70.19/100
Margin
9.6pts
← winning
60.56/100
1 category wins2 category wins

Public leaderboard positions: MiMo-V2.5-Pro #14 (Supported); Qwen3.5-122B-A10B #47 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. MiMo-V2.5-Pro and Qwen3.5-122B-A10B share 16 comparable benchmark results. 3 of 8 categories are comparable. 15 results are unique to MiMo-V2.5-Pro; 15 to Qwen3.5-122B-A10B.

Updated July 21, 2026
Shared results
16
MiMo-V2.5-Pro only
15
Qwen3.5-122B-A10B only
15
Comparable categories
3 / 8

Pick MiMo-V2.5-Pro if you want the stronger benchmark profile. Qwen3.5-122B-A10B only becomes the better choice if knowledge is the priority.

Confidence note. This is a partial-evidence comparison with 16 shared benchmark results across 5 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 60.56. 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 56.4. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 68.4% to 49.4%. Qwen3.5-122B-A10B does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.

MiMo-V2.5-Pro gives you the larger context window at 1M, compared with 262K for Qwen3.5-122B-A10B.

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 MiMo-V2.5-Pro and Qwen3.5-122B-A10B
CategoryMiMo-V2.5-ProΔQwen3.5-122B-A10B
KnowledgeMiMo-V2.5-Pro48.0Margin 35.6Qwen3.5-122B-A10B83.6
CodingMiMo-V2.5-Pro57.2Margin 14.8Qwen3.5-122B-A10B72.0
AgenticMiMo-V2.5-Pro68.4Margin 12.0Qwen3.5-122B-A10B56.4
ReasoningMiMo-V2.5-ProNot measuredMarginNo overlapQwen3.5-122B-A10B60.2
MultilingualMiMo-V2.5-ProNot measuredMarginNo overlapQwen3.5-122B-A10B82.2
MultimodalMiMo-V2.5-ProNot measuredMarginNo overlapQwen3.5-122B-A10B77.2
Inst. FollowingMiMo-V2.5-ProNot measuredMarginNo overlapQwen3.5-122B-A10B93.4

Decisive benchmark drivers

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

More
A · MiMo-V2.5-ProB · Qwen3.5-122B-A10B
  1. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 68.4%B 49.4%
    Winner: MiMo-V2.5-ProΔ 19
    Terminal-Bench 2.0: MiMo-V2.5-Pro scored 68.4%; Qwen3.5-122B-A10B scored 49.4%. MiMo-V2.5-Pro wins this benchmark.

Operational comparison

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

MetricMiMo-V2.5-ProQwen3.5-122B-A10BComparison
Input / output priceUSD per 1M tokensMiMo-V2.5-ProNot availableQwen3.5-122B-A10B$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondMiMo-V2.5-ProNot availableQwen3.5-122B-A10BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenMiMo-V2.5-ProNot availableQwen3.5-122B-A10BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensMiMo-V2.5-Pro1MQwen3.5-122B-A10B262KMiMo-V2.5-Pro lists the larger context window.

Benchmark Deep Dive

AgenticMiMo-V2.5-Pro wins
BenchmarkMiMo-V2.5-ProQwen3.5-122B-A10BResult
Claw-EvalSource 63.8%Not comparable
GDPval-AASource 1265978MiMo-V2.5-Pro leads
τ³-bench resultsSource 72.9%Not comparable
Terminal-Bench 2.0Source 68.4%49.4%MiMo-V2.5-Pro leads
AA Agentic IndexSource 29.1%20.7%MiMo-V2.5-Pro leads
τ²-bench resultsSource 94.2%93.6%MiMo-V2.5-Pro leads
GDPval-AASource 38.3%23.9%MiMo-V2.5-Pro leads
APEX-Agents-AASource 2.4%Not comparable
Gert LabsSource 62.70%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
BrowseCompSource 63.8%Not comparable
OSWorld-VerifiedSource 58%Not comparable
CodingQwen3.5-122B-A10B wins
BenchmarkMiMo-V2.5-ProQwen3.5-122B-A10BResult
SWE-bench ProSource 57.2%Not comparable
Terminal-Bench 2.0Source 68.4%Not comparable
AA Coding IndexSource 60.2%45.7%MiMo-V2.5-Pro leads
AA-SciCodeSource 50.2%42.0%MiMo-V2.5-Pro leads
SWE-bench VerifiedSource 72%Not comparable
Reasoning
BenchmarkMiMo-V2.5-ProQwen3.5-122B-A10BResult
AA-LCRSource 73.3%66.7%MiMo-V2.5-Pro leads
CritPtSource 4.0%0.6%MiMo-V2.5-Pro leads
LongBench v2Source 60.2%Not comparable
KnowledgeQwen3.5-122B-A10B wins
BenchmarkMiMo-V2.5-ProQwen3.5-122B-A10BResult
HLESource 48%Not comparable
HLE w/o toolsSource 34%Not comparable
Artificial Analysis Intelligence IndexSource 42.2%32.3%MiMo-V2.5-Pro leads
AA-GPQA DiamondSource 86.6%85.7%MiMo-V2.5-Pro leads
AA-HLESource 33.8%23.4%MiMo-V2.5-Pro leads
AA-Omniscience IndexSource 3.6%-39.6%MiMo-V2.5-Pro leads
AA-Omniscience AccuracySource 22.6%24.7%Qwen3.5-122B-A10B leads
AA-Omniscience Hallucination RateSource 24.5%85.5%MiMo-V2.5-Pro leads
AA Openness IndexSource 38.9%Not comparable
MMLU-ProSource 86.7%Not comparable
SuperGPQASource 67.1%Not comparable
GPQASource 86.6%Not comparable
Multilingual
BenchmarkMiMo-V2.5-ProQwen3.5-122B-A10BResult
MMLU-ProXSource 82.2%Not comparable
Multimodal
BenchmarkMiMo-V2.5-ProQwen3.5-122B-A10BResult
Design Arena WebsiteSource 1298Not comparable
MMMUSource 83.9%Not comparable
MMVUSource 74.7%Not comparable
MathVisionSource 86.2%Not comparable
CharXivSource 77.2%Not comparable
V*Source 93.2%Not comparable
AA-MMMU-ProSource 75.0%Not comparable
Inst. Following
BenchmarkMiMo-V2.5-ProQwen3.5-122B-A10BResult
AA-IFBenchSource 79.9%75.7%MiMo-V2.5-Pro leads
IFEvalSource 93.4%Not comparable
Frequently Asked Questions (4)

Which is better, MiMo-V2.5-Pro or Qwen3.5-122B-A10B?

MiMo-V2.5-Pro is ahead on BenchLM's BenchAlign leaderboard, 70.19 to 60.56. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 68.4% and 49.4%.

Which is better for knowledge tasks, MiMo-V2.5-Pro or Qwen3.5-122B-A10B?

Qwen3.5-122B-A10B has the edge for knowledge tasks in this comparison, averaging 83.6 versus 48. Inside this category, AA-Omniscience Hallucination Rate is the benchmark that creates the most daylight between them.

Which is better for coding, MiMo-V2.5-Pro or Qwen3.5-122B-A10B?

Qwen3.5-122B-A10B has the edge for coding in this comparison, averaging 72 versus 57.2. Inside this category, AA Coding Index is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, MiMo-V2.5-Pro or Qwen3.5-122B-A10B?

MiMo-V2.5-Pro has the edge for agentic tasks in this comparison, averaging 68.4 versus 56.4. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 21, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.