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Head-to-head comparison

Muse Wonder Full vs. MiMo-V2.5

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

shared result series
117
distinct benchmarks
11
latest retrieval
2026-10-15

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Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for Muse Wonder Full and MiMo-V2.5
AttributeMuse Wonder FullMiMo-V2.5
ProviderMetaXiaomi
ReleasedOct 12, 2026Apr 23, 2026
AvailabilitySubscription onlyOpen Source
Model typeProprietaryOpen Weights
ParametersNot published310B, 15B active
ArchitectureNot publishedMixture of Experts
Context window1M tokens1,000,000 tokens
Knowledge cutoffNot publishedNot published
Technical sourcesModel, ContextModel, Context

Pricing

API pricing compared

The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.

API pricing for Muse Wonder Full and MiMo-V2.5
Price typeMuse Wonder FullMiMo-V2.5
API input—$0.14
API output—$0.28
Cache readNot listed$0.0028
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified10/15/2026 09/22/2026 Source
Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

No provider tariff for Muse Wonder Full is available in the stored OpenRouter snapshot. The official direct price is still shown.

Provider pricing for Muse Wonder Full and MiMo-V2.5
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
MiMo-V2.5XiaomiDirect from developerStandard API$0.14$0.28Source09/22/2026
GMICloudVia OpenRoutergmicloud/fp8Lowest listed price: $0.119Lowest listed price: $0.238Source10/16/2026
NovitaVia OpenRouternovita/fp8$0.168$0.336Source10/16/2026
VeniceVia OpenRoutervenice/fp8$0.4$2Source10/16/2026
XiaomiVia OpenRouterxiaomi/fp8$0.14$0.28Source10/16/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

Not enough directly matched categories for a reliable radar

Only 0 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.

Muse Wonder FullMiMo-V2.5
Code MigrationOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value61.033 %
MiMo-V2.514.228 %
EMBOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value71.917 %
MiMo-V2.555.092 %
Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value59.061 %
MiMo-V2.536.728 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value21.667 %
MiMo-V2.51.667 %
Legal Research BenchOverall · All-pass. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value53.365 %
MiMo-V2.59.135 %
LegalBenchOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value87.418 %
MiMo-V2.578.886 %
MedCodeOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value49.932 %
MiMo-V2.531.895 %
MedScribeOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value89.335 %
MiMo-V2.572.151 %
ProofBenchOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value94 %
MiMo-V2.516 %
Tax Agent BenchOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value42.997 %
MiMo-V2.57.772 %
Vibe Code Bench v1.1Overall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value85.996 %
MiMo-V2.542.174 %
Code MigrationCLI. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value58.044 %
MiMo-V2.59.88 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Muse Wonder Full and MiMo-V2.5
Benchmark and taskMuse Wonder FullMiMo-V2.5Source
Code MigrationOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value61.033 %
14.228 %
Vals AI
Source details
Data as of: 10/12/2026
EMBOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value71.917 %
55.092 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value59.061 %
36.728 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value21.667 %
1.667 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchOverall · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value53.365 %
9.135 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value87.418 %
78.886 %
Vals AI
Source details
Data as of: 10/13/2026
MedCodeOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens
Higher measured value49.932 %
31.895 %
Vals AI
Source details
Data as of: 10/13/2026
MedScribeOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens
Higher measured value89.335 %
72.151 %
Vals AI
Source details
Data as of: 10/13/2026
ProofBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value94 %
16 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value42.997 %
7.772 %
Vals AI
Source details
Data as of: 10/12/2026
Vibe Code Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Harness: OpenHands, Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value85.996 %
42.174 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCLI
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value58.044 %
9.88 %
Vals AI
Source details
Data as of: 10/12/2026
EMBComps
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value80.89 %
47.165 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Adjustments
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value56.668 %
31.746 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value94.928 %
69.565 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value63.636 %
10.606 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchConclusion Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value90.323 %
86.386 %
Vals AI
Source details
Data as of: 10/13/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value26.667 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCOBOL
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value70 %
27.273 %
Vals AI
Source details
Data as of: 10/12/2026
EMBDataroom
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value85.257 %
74.957 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)All-Pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value49.037 %
23.785 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value20 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value92.809 %
71.929 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchInterpretation Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value84.991 %
74.351 %
Vals AI
Source details
Data as of: 10/13/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value76.097 %
31.723 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCode Quality
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value4.244 / 5
2.788 / 5
Vals AI
Source details
Data as of: 10/12/2026
EMBDCF
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value66.579 %
52.539 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Comparables
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value46.809 %
31.672 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value95.699 %
80.645 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value58.14 %
9.302 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchIssue Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value91.014 %
86.337 %
Vals AI
Source details
Data as of: 10/13/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value56.614 %
12.333 %
Vals AI
Source details
Data as of: 10/12/2026
EMBLBO
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value59.586 %
45.047 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Disclosure Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value71.553 %
47.346 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value20 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value89.811 %
75.839 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchRhetoric Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value83.625 %
77.776 %
Vals AI
Source details
Data as of: 10/13/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value78.312 %
30.085 %
Vals AI
Source details
Data as of: 10/12/2026
EMBM&A
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value78.304 %
60.354 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Earnings Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value78.596 %
45.006 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value92.565 %
89.963 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchCivil Litigation · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value44.444 %
11.111 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchRule Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value87.136 %
69.582 %
Vals AI
Source details
Data as of: 10/13/2026
Tax Agent BenchFact-Pattern Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value46.512 %
7.209 %
Vals AI
Source details
Data as of: 10/12/2026
EMBMisc
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value64.242 %
54.045 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Financial Modeling
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value23.736 %
5.271 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value20 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchCivil Litigation · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value92.925 %
71.755 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchFact-Pattern Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value74.764 %
29.256 %
Vals AI
Source details
Data as of: 10/12/2026
EMBOperating
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value68.56 %
51.541 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)General Qualitative Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value74.179 %
47.992 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBankruptcy Restructuring · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value91.003 %
75.433 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchConstitutional / Civil Rights · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value47.368 %
7.895 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchForms & Filings
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value30 %
3.333 %
Vals AI
Source details
Data as of: 10/12/2026
EMBScratch
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value70.547 %
57.145 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)General Quantitative Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value80.059 %
55.744 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBankruptcy Restructuring · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value20 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchConstitutional / Civil Rights · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value90.702 %
75.784 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchForms & Filings
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value76.552 %
19.069 %
Vals AI
Source details
Data as of: 10/12/2026
EMBTemplate
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value73.325 %
52.237 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Market Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value64.912 %
48.567 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkCapital Markets · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value96.078 %
79.216 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchCriminal · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value49.123 %
7.018 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchNumbers & Calculations
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
MiMo-V2.5: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value46.667 %
17 %
Vals AI
Source details
Data as of: 10/12/2026

Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

There is no shared test round for this selection. Results from different rounds are not mixed.

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Muse Wonder Full

Not tested yet

MiMo-V2.5

The response reached the token limit. No complete recording is available.

Reasoning (requested): high

Current attempt
Run date
Oct 5, 2026
API provider
openrouter
Requested API model
xiaomi/mimo-v2.5
API model reported in response
xiaomi/mimo-v2.5
Reasoning setting
high
Pinned endpoint
Xiaomi | xiaomi/mimo-v2.5-20260422
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
136.3 s

Not yet visually reviewed. A successful recording does not confirm correct physics or full compliance with the prompt.

Earlier attempts (3)
  • Oct 2, 2026API request failedReasoning setting: high
  • Oct 1, 2026API request failedReasoning setting: high
  • Sep 7, 2026API request failedReasoning setting: high
Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

How to read this comparison

Winning one benchmark is not an overall verdict

Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.

The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.

Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.

More matchups

Compare Muse Wonder Full and MiMo-V2.5 with other leading models using the same data and benchmark logic.

View the complete LLM comparison