DeepSeek-V3.2 Exp: Specifications & Sources

Specifications and access

Specification	Value and source
Weights	Open weightsSource
Access	API, LocalSource
Parameters	671BSource
Active parameters	37BSource
Context window	128,000 tokensSource
Notes	671B serving main model, separate 14B MTP training module (685B shipped weights), 256 experts, 37B active per token, 128K contextSource
License	MITSource
Parameters	671 BSource
Active parameters	37 BSource
Architecture	MoE hybrid thinking/non-thinkingSource
Reasoning mode	thinking modeSource
Tool calling	YesSource

Measurements without matching peer values

These measurements have no matching peer values under the same test conditions. Their original values and sources remain available here.

MMLU-Pro (Show measurement, test conditions, and source)

Source value: 85
Score: 85
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

GPQA (Show measurement, test conditions, and source)

Source value: 79.9
Score: 79.9
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

HLE (Show measurement, test conditions, and source)

Source value: 19.8
Score: 19.8
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

LiveCodeBench (Show measurement, test conditions, and source)

Source value: 74.1
Score: 74.1
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

AIME25 (Show measurement, test conditions, and source)

Source value: 89.3
Score: 89.3
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

HMMT25 (Show measurement, test conditions, and source)

Source value: 83.6
Score: 83.6
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

Aider (Show measurement, test conditions, and source)

Source value: 74.5
Score: 74.5
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

BrowseComp (Show measurement, test conditions, and source)

Source value: 40.1
Score: 40.1
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

BrowseComp-zh (Show measurement, test conditions, and source)

Source value: 47.9
Score: 47.9
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

SimpleQA (Show measurement, test conditions, and source)

Source value: 97.1
Score: 97.1
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

SWE Verified (Show measurement, test conditions, and source)

Source value: 67.8
Score: 67.8
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

SWE multilingual (Show measurement, test conditions, and source)

Source value: 57.9
Score: 57.9
Metric: percent
Unit: %
Category: mixed
Direction: Higher is better
Source type: vendor-reported
Evaluator: DeepSeek V3.2-Exp model card
Status: active
Retrieved at: 2026-09-08
Methodology: Vendor-reported result. comparison table; reasoning/agent settings as published

Source DeepSeek V3.2-Exp model card

Page 1 of 2

Our tests

Each test shows the latest attempt, with no subsequent fixes to the generated code. Earlier runs remain available in the test details. These results do not contribute to an overall score.

Pelican on a bicycle

A community classic for free-form SVG drawing.

DeepSeek-V3.2 Exp

Reasoning (requested): high

Current attempt

Run date: 2 Oct 2026
API provider: openrouter
Requested API model: deepseek/deepseek-v3.2-exp
API model reported in response: deepseek/deepseek-v3.2-exp
Reasoning setting: high
Pinned endpoint: SiliconFlow | deepseek/deepseek-v3.2-exp
Temperature: Provider default
Token limit including reasoning: 8,192 tokens
Test protocol: community-visual-tests-v1
Technical checks: Passed, not a quality rating
Response time: 247.8 s

Visually reviewed. This individual test does not establish overall model quality.

Earlier attempts (1)

1 Oct 2026Output withheld for safetyReasoning setting: high

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

Popularity

41.4 / 100

Published prices

Hosting-market price: the median of 1 OpenRouter endpoints from 1 providers (representative: SiliconFlow), observed on October 7, 2026. Cache prices differ by provider and are not shown.

API input: $0.27 per 1M tokensSource
API output: $0.41 per 1M tokensSource

Predecessor and successor

Sources and data date

Type	Evidence and data date
Price	Base API prices without caching or batch discounts. Higher context tiers and other rates are listed under Costs. Source: Pricing · API pricing
Research status	Research date September 8, 2026. 2 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication.
Unresolved	release-date Original wording No exact release-date field in card.
Unresolved	AA benchmark rows Original wording No exact Artificial Analysis model page located in the checked public sitemap.
Additional source	Model metadata · DeepSeek-V3.2 Exp repository configuration · Editorial description reviewed October 2, 2026
Additional source	Context window data · DeepSeek-V3.2 Exp model card · Editorial description reviewed October 2, 2026
Additional source	DeepSeek V3.2-Exp model card (retrieved September 8, 2026) · DeepSeek-V3.2 Exp model card source · Editorial description reviewed October 2, 2026
Additional source	OpenRouter: Popularity index (derived), CC BY 4.0
Additional source	Vercel AI Gateway: Popularity index (derived), CC BY 4.0
Additional source	Creative Commons Attribution 4.0
Additional source	DeepSeek-V3.2-Exp announcement (2026-09-09)
Additional source	DeepSeek-V3.2 release (2026-09-09)