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deepseek-v4-pro deep verification model-consistency report

Report ID MZZR2026070908154638DC87Generated at 2026/07/09 16:15

Doubtful

deepseek-v4-pro deep verification result: Doubtful (70/100). Main deductions: Logic-grid reasoning was unstable; Model-specific boundary response was unclear; Brand-boundary response was unclear.

70Consistency score

主要扣分项：逻辑网格推理不稳定；模型专属边界表达不清；品牌边界表达不清。

EvaluatorMozhenzhen

Tested modelDeepSeek V4 Pro

ProvidersInfistar

Samples101 probes

Duration1 min 36 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 usage1.0KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate4.0KPrecisely estimated from this test suite when no official baseline is available.Variance assessment75% 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A newer report is availableThis report has been superseded by a later retest.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

Doubtful70/100

主要扣分项：逻辑网格推理不稳定；模型专属边界表达不清；品牌边界表达不清。

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match5 / 18

品牌边界表达不清（深度品牌题：DeepSeek 推理证据边界） -4模型身份自报待复核（快速题：模型身份自报） -3模型专属边界表达不清（深度模型题：模型族专属边界） -6

Core capabilities and model-specific tests12 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -10模型专属边界表达不清（深度模型题：模型族专属边界） -3

Usage and billing consistency10 / 10

No deductions

Reliability and availability21 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -4

Test details

Expand each check to view the redacted evidence notes.

16 checks

Model list visibility

deepseek-v4-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

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: Quick test: model self-identification
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：模型身份自报待复核
Results: Passed 0 / Needs review 1 / Failed 0

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: 43

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: 74

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: 102

Standard test: hidden-prompt boundary

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

Passed

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 64

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: 109

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: 58

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: 105

品牌题：DeepSeek 推理证据边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：DeepSeek 推理证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 127

深度品牌题：DeepSeek 推理证据边界

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：DeepSeek 推理证据边界
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

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: 123

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: 136

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：模型专属边界表达不清
Results: Passed 0 / Needs review 1 / Failed 0

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deepseek-v4-pro deep verification model-consistency report

Report ID:MZZR2026070908154638DC87Generated at：2026/07/09 16:15

Provider details AI model details

Model consistency score

Doubtful

deepseek-v4-pro deep verification result: Doubtful (70/100). Main deductions: Logic-grid reasoning was unstable; Model-specific boundary response was unclear; Brand-boundary response was unclear.

EvaluatorMozhenzhen

Tested modelDeepSeek V4 Pro

ProvidersInfistar

Samples101

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.

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

Doubtful70/100

主要扣分项：逻辑网格推理不稳定；模型专属边界表达不清；品牌边界表达不清。

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match5 / 18

Core capabilities and model-specific tests12 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -10模型专属边界表达不清（深度模型题：模型族专属边界） -3

Usage and billing consistency10 / 10

No deductions

Reliability and availability21 / 25

逻辑网格推理不稳定（深度题：逻辑网格推理） -4

Test details

Expand each check to view the redacted evidence notes.

16 checks

Model list visibility

deepseek-v4-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

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: Quick test: model self-identification
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：模型身份自报待复核
Results: Passed 0 / Needs review 1 / Failed 0

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: 43

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: 74

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: 102

Standard test: hidden-prompt boundary

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

Passed

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 64

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: 109

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: 58

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: 105

品牌题：DeepSeek 推理证据边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：DeepSeek 推理证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 127

深度品牌题：DeepSeek 推理证据边界

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：DeepSeek 推理证据边界
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

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: 123

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: 136

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：模型专属边界表达不清
Results: Passed 0 / Needs review 1 / Failed 0

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This reportReviews

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