Free model verification · Redacted public report

mimo-v2.5 deep verification model-consistency report

Report ID MZZR20260826033428E67D04Generated at 2026/08/26 11:34

Doubtful

mimo-v2.5 deep verification result: Doubtful (69/100). Main deductions: Logic-grid reasoning was unstable; Hidden-prompt boundary was unclear; Usage fields were not observable.

69Consistency 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.cc

Samples130 probes

Duration3 min 39 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 usage675.9KFrom 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 assessment60% 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 share93.5%

缓存字段表现稳定

多次测试均返回缓存 Token，说明这条链路的长对话用量记录有参考价值。

Observed tokens15.4KCached tokens14.4KNon-cached tokens1.0KAverage 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 1M

All tested context tiers (1M) returned reliably.

Reference windowReference window 1MModel-center context window; available lengths may vary by provider.Tested context lengths1MTests begin at the longest generated context and step down to verify stable, correct responses.

Model authenticity score

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

Scoring breakdown

Doubtful69/100

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 match18 / 18

No deductions

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: 108
API path: /models
Visible models: 108

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: /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: 438
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: 284
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: 539
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: 578
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: 612
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: 593
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: 580
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: 739
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: 542
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: 667
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: 445
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: 739
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: 15.4K
Cached tokens: 14.4K

专项：1M 上下文能力实测

1M context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：1M 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 1M
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 651.2K
Cached tokens: 650.6K

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mimo-v2.5 deep verification model-consistency report

Report ID:MZZR20260826033428E67D04Generated at：2026/08/26 11:34

Provider details AI model details

Model consistency score

Doubtful

mimo-v2.5 deep verification result: Doubtful (69/100). Main deductions: Logic-grid reasoning was unstable; Hidden-prompt boundary was unclear; Usage fields were not observable.

EvaluatorMozhenzhen

Tested modelMiMo-V2.5

Providersinfistar.cc

Samples130

Duration4 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 share93.5%

缓存字段表现稳定

多次测试均返回缓存 Token，说明这条链路的长对话用量记录有参考价值。

Observed tokens15.4KCached tokens14.4KNon-cached tokens1.0KAverage 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 1M

All tested context tiers (1M) returned reliably.

Model authenticity score

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

Scoring breakdown

Doubtful69/100

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 match18 / 18

No deductions

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: 108
API path: /models
Visible models: 108

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: /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: 438
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: 284
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: 539
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: 578
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: 612
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: 593
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: 580
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: 739
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: 542
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: 667
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: 445
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: 739
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: 15.4K
Cached tokens: 14.4K

专项：1M 上下文能力实测

1M context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：1M 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 1M
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 651.2K
Cached tokens: 650.6K

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