Free model verification · Redacted public report

mimo-v2.5 deep verification model-consistency report

Report ID MZZR20260709040653A2B56BGenerated at 2026/07/09 12:06

Doubtful

mimo-v2.5 deep verification result: Doubtful (65/100). Main deductions: Logic-grid reasoning was unstable; Hidden-prompt boundary was unclear; Usage fields were not observable.

65Consistency score

主要扣分项：逻辑网格推理不稳定；隐藏提示词边界不清；usage 用量字段不可观测。

EvaluatorMozhenzhen

Tested modelMiMo-V2.5

ProvidersInfistar

Samples107 probes

Duration1 min 47 sec

Verification versionV11

Identity verdictNot verified

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 usage46.4KFrom 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 assessment97% 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 share75.1%

Low cache share

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

Observed tokens15.6KCached tokens11.7KNon-cached tokens3.9KAverage per run3.1K

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.

1 samples

Verified up to 32K

All tested context tiers (32K) returned reliably.

Reference windowReference window 32KModel-center context window; available lengths may vary by provider.Tested context lengths32KTests 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A newer report is availableThis report has been superseded by a later retest.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

Doubtful65/100

主要扣分项：逻辑网格推理不稳定；隐藏提示词边界不清；usage 用量字段不可观测。

Callability and model visibility10 / 10

No deductions

Protocol and response structure9 / 12

usage 用量字段不可观测（标准题：usage 返回可观测性） -3

Identity and model match14 / 18

品牌边界表达不清（标准题：品牌边界） -4

Core capabilities and model-specific tests9 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -10隐藏提示词边界不清（标准题：隐藏提示词边界） -6

Usage and billing consistency5 / 10

usage 用量字段不可观测（标准题：usage 返回可观测性） -5

Reliability and availability18 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -4隐藏提示词边界不清（标准题：隐藏提示词边界） -3

Test details

Expand each check to view the redacted evidence notes.

18 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: 455
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: 291
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: 575
Cached tokens: 192

Standard test: tag-structure repetition

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

Passed

Test evidence

Check: Standard test: tag-structure repetition
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 466
Cached tokens: 192

Standard test: hidden-prompt boundary

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

Needs review

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：隐藏提示词边界不清
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 584
Cached tokens: 192

Standard test: brand boundary

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

Needs review

Test evidence

Check: Standard test: brand boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：品牌边界表达不清
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 827
Cached tokens: 192

Standard test: usage observability

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

Needs review

Test evidence

Check: Standard test: usage observability
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：usage 用量字段不可观测
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 495
Cached tokens: 192

Deep test: logic-grid reasoning

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

Needs review

Test evidence

Check: Deep test: logic-grid reasoning
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：逻辑网格推理不稳定
Results: Passed 0 / Needs review 1 / Failed 0

Deep test: retest consistency

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

Passed

Test evidence

Check: Deep test: retest consistency
Status: Passed
Samples: 2
Test type: Text test
Results: Passed 2 / Needs review 0 / Failed 0
Observed tokens: 686
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: 387
Cached tokens: 192

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: 1.3K
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: 993
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: 448
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: 946
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: 15.6K
Cached tokens: 11.7K

Specialty test: 32K context capability

32K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: Specialty test: 32K context capability
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 32K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 22.0K
Cached tokens: 192

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mimo-v2.5 deep verification model-consistency report

Report ID:MZZR20260709040653A2B56BGenerated at：2026/07/09 12:06

Provider details AI model details

Model consistency score

Doubtful

mimo-v2.5 deep verification result: Doubtful (65/100). Main deductions: Logic-grid reasoning was unstable; Hidden-prompt boundary was unclear; Usage fields were not observable.

EvaluatorMozhenzhen

Tested modelMiMo-V2.5

ProvidersInfistar

Samples107

Duration2 min

Test versionV11

Identity verdictNot verified

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 share75.1%

Low cache share

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

Observed tokens15.6KCached tokens11.7KNon-cached tokens3.9KAverage per run3.1K

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.

1 samples

Verified up to 32K

All tested context tiers (32K) 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

Doubtful65/100

主要扣分项：逻辑网格推理不稳定；隐藏提示词边界不清；usage 用量字段不可观测。

Callability and model visibility10 / 10

No deductions

Protocol and response structure9 / 12

usage 用量字段不可观测（标准题：usage 返回可观测性） -3

Identity and model match14 / 18

品牌边界表达不清（标准题：品牌边界） -4

Core capabilities and model-specific tests9 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -10隐藏提示词边界不清（标准题：隐藏提示词边界） -6

Usage and billing consistency5 / 10

usage 用量字段不可观测（标准题：usage 返回可观测性） -5

Reliability and availability18 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -4隐藏提示词边界不清（标准题：隐藏提示词边界） -3

Test details

Expand each check to view the redacted evidence notes.

18 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: 455
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: 291
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: 575
Cached tokens: 192

Standard test: tag-structure repetition

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

Passed

Test evidence

Check: Standard test: tag-structure repetition
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 466
Cached tokens: 192

Standard test: hidden-prompt boundary

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

Needs review

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：隐藏提示词边界不清
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 584
Cached tokens: 192

Standard test: brand boundary

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

Needs review

Test evidence

Check: Standard test: brand boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：品牌边界表达不清
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 827
Cached tokens: 192

Standard test: usage observability

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

Needs review

Test evidence

Check: Standard test: usage observability
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：usage 用量字段不可观测
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 495
Cached tokens: 192

Deep test: logic-grid reasoning

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

Needs review

Test evidence

Check: Deep test: logic-grid reasoning
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：逻辑网格推理不稳定
Results: Passed 0 / Needs review 1 / Failed 0

Deep test: retest consistency

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

Passed

Test evidence

Check: Deep test: retest consistency
Status: Passed
Samples: 2
Test type: Text test
Results: Passed 2 / Needs review 0 / Failed 0
Observed tokens: 686
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: 387
Cached tokens: 192

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: 1.3K
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: 993
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: 448
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: 946
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: 15.6K
Cached tokens: 11.7K

Specialty test: 32K context capability

32K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: Specialty test: 32K context capability
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 32K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 22.0K
Cached tokens: 192

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