Free model verification · Redacted public report

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

Report ID MZZR20260710085146E52159Generated at 2026/07/10 16:51

High risk

mimo-v2.5-pro deep verification result: High risk (49/100). Main deductions: Logic-grid reasoning was unstable; Hidden-prompt boundary was unclear; Tag-structure repetition was unstable.

49Consistency score

主要扣分项：逻辑网格推理不稳定；隐藏提示词边界不清；标签结构复述不稳定。

EvaluatorMozhenzhen

Tested modelMiMo-V2.5-Pro

ProvidersInfistar

Samples101 probes

Duration2 min 40 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 usage8.8KFrom 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 assessment32% aboveMeasured token usage is above the estimate; review billing or provider logs.Usage conclusionAbove estimateThis reflects usage observability, not the final billed amount.

Model authenticity score

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

Scoring breakdown

High risk49/100

主要扣分项：逻辑网格推理不稳定；隐藏提示词边界不清；标签结构复述不稳定。

Callability and model visibility10 / 10

No deductions

Protocol and response structure3 / 12

标签结构复述不稳定（标准题：标签结构复述） -6usage 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 tests6 / 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标签结构复述不稳定（标准题：标签结构复述） -3

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 availability7 / 25

复测一致性不足（深度题：复测一致性） -9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 -2

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: 469
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: 317
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: 334
Cached tokens: 192

Standard test: tag-structure repetition

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

Needs review

Test evidence

Check: Standard test: tag-structure repetition
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：标签结构复述不稳定
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 514
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: 615
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: 531
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: 439
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：复测一致性不足
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 1.4K
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: 533
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: 549
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: 808
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: 660
Cached tokens: 192

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

Report ID:MZZR20260710085146E52159Generated at：2026/07/10 16:51

Provider details AI model details

Model consistency score

High risk

mimo-v2.5-pro deep verification result: High risk (49/100). Main deductions: Logic-grid reasoning was unstable; Hidden-prompt boundary was unclear; Tag-structure repetition was unstable.

EvaluatorMozhenzhen

Tested modelMiMo-V2.5-Pro

ProvidersInfistar

Samples101

Duration3 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.

Model authenticity score

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

Scoring breakdown

High risk49/100

主要扣分项：逻辑网格推理不稳定；隐藏提示词边界不清；标签结构复述不稳定。

Callability and model visibility10 / 10

No deductions

Protocol and response structure3 / 12

标签结构复述不稳定（标准题：标签结构复述） -6usage 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 tests6 / 25

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 availability7 / 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: 469
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: 317
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: 334
Cached tokens: 192

Standard test: tag-structure repetition

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

Needs review

Test evidence

Check: Standard test: tag-structure repetition
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：标签结构复述不稳定
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 514
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: 615
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: 531
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: 439
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：复测一致性不足
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 1.4K
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: 533
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: 549
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: 808
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: 660
Cached tokens: 192

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