Free model verification · Redacted public report

mimo-v2.5 deep verification model-consistency report

Report ID MZZR202607020648102C53C0Generated at 2026/07/02 14:48

Matched

mimo-v2.5 本次模型一致性深度验真结果：Matched（91/100）。主要扣分项：复测一致性不足。

91Consistency score

主要扣分项：复测一致性不足。

EvaluatorMozhenzhen

Tested modelMiMo-V2.5

ProvidersInfistar

Samples106 probes

Duration2 min 6 sec

Verification versionV11

Identity verdictVerified

Verification basisMozhenzhen versioned baseline

Token usage

Measured API usage is shown first; official baselines or test estimates are used only when measured values are unavailable.

Measured token usage61.4KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate1.7MPrecisely estimated from this test suite when no official baseline is available.Variance assessment96% belowMeasured token usage is below the estimate, possibly due to tokenizer, compression, or usage-reporting differences.Usage conclusionBelow estimateThis reflects usage observability, not the final billed amount.

Token cache usage test

Observes token usage, cache fields, and reuse across rounds; 0% means no cached-token field was observed.

Tested 5 times

Observed cache share73.4%

Low cache share

Cached tokens were observed, but the share is low. Review API parameters, context reuse, and billing methodology.

Observed tokens16.0KCached tokens11.7KNon-cached tokens4.3KAverage per run3.2K

Token usage recordReturnedCache fieldObservedResultNormal

Cache share by testRepresents the API-reported cache share, not the final billing discount.

Long-context test

Shows stable responses at different context lengths and the model center reference window.

3 samples

Verified up to 30K

All tested context tiers (8K / 16K / 30K) returned reliably.

Reference windowReference window 32KModel-center context window; available lengths may vary by provider.Tested context lengths8K / 16K / 30KTests begin at the longest generated context and step down to verify stable, correct responses.

A newer report is availableThis report has been superseded by a later retest. View the latest report。

Model authenticity score

Review API availability, model identity, response completeness, and other checks separately.

Scoring breakdown

Matched91/100

主要扣分项：复测一致性不足。

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match18 / 18

No deductions

Core capabilities and model-specific tests25 / 25

No deductions

Usage and billing consistency10 / 10

No deductions

Reliability and availability16 / 25

复测一致性不足（深度题：复测一致性） -9

Test details

Expand each check to view the redacted evidence notes.

17 checks

Model list visibility

mimo-v2.5 is visible in the API model list.

Passed

Test evidence

Check: Model list visibility
Status: Passed
Samples: 85
API path: /v1/models
Visible models: 85

Basic call probe

The basic API call succeeded and returned a recognizable response.

Passed

Test evidence

Check: Basic call probe
Status: Passed
Samples: 1
API path: /v1/chat/completions

Quick test: model self-identification

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Quick test: model self-identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 430
Cached tokens: 192

Standard test: instruction following

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: instruction following
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 295
Cached tokens: 192

Standard test: JSON structure

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: JSON structure
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 519
Cached tokens: 192

Standard test: brand boundary

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Standard test: brand boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 557
Cached tokens: 192

Standard test: usage observability

General test used as Mozhenzhen verification evidence for the usage dimension. All samples passed.

Passed

Test evidence

Check: Standard test: usage observability
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 615
Cached tokens: 192

Deep test: retest consistency

执行通用题，用于形成模真真验真证据，评分维度：stability。存在样本未完全Passed。

Needs review

Test evidence

Check: Deep test: retest consistency
Status: Needs review
Samples: 2
Test type: Text test
Needs review原因：复测一致性不足
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 1.2K
Cached tokens: 448

品牌题：MiMo 证据边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：MiMo 证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 550
Cached tokens: 256

深度品牌题：MiMo 证据边界

Brand-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: 深度品牌题：MiMo 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.1K
Cached tokens: 192

Model-specific test: model-code anchoring

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-specific test: model-code anchoring
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 477
Cached tokens: 192

Model-family test: series and tier identification

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-family test: series and tier identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 734
Cached tokens: 192

Deep model test: family-specific boundary

Model-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep model test: family-specific boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 833
Cached tokens: 192

Specialty test: token cache usage over 5 rounds

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: Specialty test: token cache usage over 5 rounds
Status: Passed
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Results: Passed 5 / Needs review 0 / Failed 0
Observed tokens: 16.0K
Cached tokens: 11.7K

专项：8K 上下文能力实测

8K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：8K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: 上下文能力实测
Context tier: 8K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 6.0K
Cached tokens: 192

专项：16K 上下文能力实测

16K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：16K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: 上下文能力实测
Context tier: 16K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 11.4K
Cached tokens: 192

专项：30K 上下文能力实测

30K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：30K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: 上下文能力实测
Context tier: 30K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 20.4K
Cached tokens: 192

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mimo-v2.5 deep verification model-consistency report

Report ID:MZZR202607020648102C53C0Generated at：2026/07/02 14:48

Provider details AI model details

Model consistency score

Matched

mimo-v2.5 本次模型一致性深度验真结果：Matched（91/100）。主要扣分项：复测一致性不足。

EvaluatorMozhenzhen

Tested modelMiMo-V2.5

ProvidersInfistar

Samples106

Duration2 min

Test versionV11

Identity verdictVerified

Verification basisMozhenzhen versioned baseline

Token usage

Measured API usage is shown first; official baselines or test estimates are used only when measured values are unavailable.

Token cache usage test

Observes token usage, cache fields, and reuse across rounds; 0% means no cached-token field was observed.

Tested 5 times

Observed cache share73.4%

Low cache share

Cached tokens were observed, but the share is low. Review API parameters, context reuse, and billing methodology.

Observed tokens16.0KCached tokens11.7KNon-cached tokens4.3KAverage per run3.2K

Token usage recordReturnedCache fieldObservedResultNormal

Cache share by testRepresents the API-reported cache share, not the final billing discount.

Long-context test

Shows stable responses at different context lengths and the model center reference window.

3 samples

Verified up to 30K

All tested context tiers (8K / 16K / 30K) returned reliably.

A newer report is availableThis report has been superseded by a later retest. View the latest report。

Model authenticity score

Review API availability, model identity, response completeness, and other checks separately.

Scoring breakdown

Matched91/100

主要扣分项：复测一致性不足。

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match18 / 18

No deductions

Core capabilities and model-specific tests25 / 25

No deductions

Usage and billing consistency10 / 10

No deductions

Reliability and availability16 / 25

复测一致性不足（深度题：复测一致性） -9

Test details

Expand each check to view the redacted evidence notes.

17 checks

Model list visibility

mimo-v2.5 is visible in the API model list.

Passed

Test evidence

Check: Model list visibility
Status: Passed
Samples: 85
API path: /v1/models
Visible models: 85

Basic call probe

The basic API call succeeded and returned a recognizable response.

Passed

Test evidence

Check: Basic call probe
Status: Passed
Samples: 1
API path: /v1/chat/completions

Quick test: model self-identification

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Quick test: model self-identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 430
Cached tokens: 192

Standard test: instruction following

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: instruction following
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 295
Cached tokens: 192

Standard test: JSON structure

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: JSON structure
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 519
Cached tokens: 192

Standard test: brand boundary

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Standard test: brand boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 557
Cached tokens: 192

Standard test: usage observability

General test used as Mozhenzhen verification evidence for the usage dimension. All samples passed.

Passed

Test evidence

Check: Standard test: usage observability
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 615
Cached tokens: 192

Deep test: retest consistency

执行通用题，用于形成模真真验真证据，评分维度：stability。存在样本未完全Passed。

Needs review

Test evidence

Check: Deep test: retest consistency
Status: Needs review
Samples: 2
Test type: Text test
Needs review原因：复测一致性不足
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 1.2K
Cached tokens: 448

品牌题：MiMo 证据边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：MiMo 证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 550
Cached tokens: 256

深度品牌题：MiMo 证据边界

Brand-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: 深度品牌题：MiMo 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.1K
Cached tokens: 192

Model-specific test: model-code anchoring

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-specific test: model-code anchoring
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 477
Cached tokens: 192

Model-family test: series and tier identification

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-family test: series and tier identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 734
Cached tokens: 192

Deep model test: family-specific boundary

Model-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep model test: family-specific boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 833
Cached tokens: 192

Specialty test: token cache usage over 5 rounds

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: Specialty test: token cache usage over 5 rounds
Status: Passed
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Results: Passed 5 / Needs review 0 / Failed 0
Observed tokens: 16.0K
Cached tokens: 11.7K

专项：8K 上下文能力实测

8K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：8K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: 上下文能力实测
Context tier: 8K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 6.0K
Cached tokens: 192

专项：16K 上下文能力实测

16K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：16K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: 上下文能力实测
Context tier: 16K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 11.4K
Cached tokens: 192

专项：30K 上下文能力实测

30K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：30K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: 上下文能力实测
Context tier: 30K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 20.4K
Cached tokens: 192

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