Free model verification · Redacted public report

mimo-v2.5-pro deep verification model-consistency report

Report ID MZZR2026071005310451E0F4Generated at 2026/07/10 13:31

Doubtful

mimo-v2.5-pro deep verification result: Doubtful (61/100). Main deductions: Logic-grid reasoning was unstable; API service error; Hidden-prompt boundary was unclear.

61Consistency score

主要扣分项：逻辑网格推理不稳定；接口服务异常；隐藏提示词边界不清。

EvaluatorMozhenzhen

Tested modelMiMo-V2.5-Pro

ProvidersInfistar

Samples101 probes

Duration1 min 24 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 usage3.7KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate6.7KPrecisely estimated from this test suite when no official baseline is available.Variance assessment45% 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.

A newer report is availableThis report has been superseded by a later retest.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

Doubtful61/100

主要扣分项：逻辑网格推理不稳定；接口服务异常；隐藏提示词边界不清。

Callability and model visibility10 / 10

No deductions

Protocol and response structure8 / 12

接口服务异常（深度题：复测一致性、品牌题：MiMo 证据边界证据边界） -4

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 consistency10 / 10

No deductions

Reliability and availability6 / 25

接口服务异常（深度题：复测一致性、品牌题：MiMo 证据边界证据边界） -8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多个关键证据项需要复核 -4

Test details

Expand each check to view the redacted evidence notes.

16 checks

Model list visibility

mimo-v2.5-pro 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: 490
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: 318
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: 340
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: 363
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: 597
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: 510
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: 332
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

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：接口服务异常
Results: Passed 0 / Needs review 2 / Failed 0

品牌题：MiMo 证据边界证据边界

执行品牌题，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: 品牌题：MiMo 证据边界 证据边界
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

深度品牌题：MiMo 证据边界

执行品牌题，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: 深度品牌题：MiMo 证据边界
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

Model-specific test: model-code anchoring

执行模型级题，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: Model-specific test: model-code anchoring
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

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: 413
Cached tokens: 192

Deep model test: family-specific boundary

执行模型级题，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 model test: family-specific boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

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mimo-v2.5-pro deep verification model-consistency report

Report ID:MZZR2026071005310451E0F4Generated at：2026/07/10 13:31

Provider details AI model details

Model consistency score

Doubtful

mimo-v2.5-pro deep verification result: Doubtful (61/100). Main deductions: Logic-grid reasoning was unstable; API service error; Hidden-prompt boundary was unclear.

EvaluatorMozhenzhen

Tested modelMiMo-V2.5-Pro

ProvidersInfistar

Samples101

Duration1 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.

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

Doubtful61/100

主要扣分项：逻辑网格推理不稳定；接口服务异常；隐藏提示词边界不清。

Callability and model visibility10 / 10

No deductions

Protocol and response structure8 / 12

接口服务异常（深度题：复测一致性、品牌题：MiMo 证据边界证据边界） -4

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 consistency10 / 10

No deductions

Reliability and availability6 / 25

Test details

Expand each check to view the redacted evidence notes.

16 checks

Model list visibility

mimo-v2.5-pro 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: 490
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: 318
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: 340
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: 363
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: 597
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: 510
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: 332
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

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：接口服务异常
Results: Passed 0 / Needs review 2 / Failed 0

品牌题：MiMo 证据边界证据边界

执行品牌题，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: 品牌题：MiMo 证据边界 证据边界
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

深度品牌题：MiMo 证据边界

执行品牌题，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: 深度品牌题：MiMo 证据边界
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

Model-specific test: model-code anchoring

执行模型级题，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: Model-specific test: model-code anchoring
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

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: 413
Cached tokens: 192

Deep model test: family-specific boundary

执行模型级题，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 model test: family-specific boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

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