Verification report details
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.
100%75%50%25%01次:缓存 Token 占比 95.2%,缓存 Token 2.9K,观测 Token 3.0K95.2%1times2次:缓存 Token 占比 92.0%,缓存 Token 2.9K,观测 Token 3.1K92.0%2times3次:缓存 Token 占比 95.6%,缓存 Token 2.9K,观测 Token 3.0K95.6%3times4次:缓存 Token 占比 95.0%,缓存 Token 2.9K,观测 Token 3.0K95.0%4times5次:缓存 Token 占比 89.9%,缓存 Token 2.9K,观测 Token 3.2K89.9%5times
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 at2026/08/26 11:34
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.

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.
100%75%50%25%01次:缓存 Token 占比 95.2%,缓存 Token 2.9K,观测 Token 3.0K95.2%1times2次:缓存 Token 占比 92.0%,缓存 Token 2.9K,观测 Token 3.1K92.0%2times3次:缓存 Token 占比 95.6%,缓存 Token 2.9K,观测 Token 3.0K95.6%3times4次:缓存 Token 占比 95.0%,缓存 Token 2.9K,观测 Token 3.0K95.0%4times5次:缓存 Token 占比 89.9%,缓存 Token 2.9K,观测 Token 3.2K89.9%5times
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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