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DeepSeek V3.2 Exp vs R1

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for DeepSeek V3.2 Exp and R1.

DeepSeek

DeepSeek V3.2 Exp

DeepSeek-V3.2-Exp is an experimental large language model released by DeepSeek as an intermediate step between V3.1 and future architectures. It introduces DeepSeek Sparse Attention (DSA), a fine-grained sparse attention mechanism...

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DeepSeek

R1

DeepSeek R1 is here: Performance on par with [OpenAI o1](/openai/o1), but open-sourced and with fully open reasoning tokens. It's 671B parameters in size, with 37B active in an inference pass....

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Technical Specifications

SpecificationDeepSeek V3.2 ExpR1
ProviderDeepSeekDeepSeek
Context Window163,840 tokens163,840 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelself hostableself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-09-292025-01-20

API Pricing Comparison

Input Price per Million Tokens

DeepSeek V3.2 Exp

$0.27

R1

$0.70

Output Price per Million Tokens

DeepSeek V3.2 Exp

$0.41

R1

$2.50

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs9080.0%
DeepSeek V3.2 Exp
R1
HumanEvalPython coding & logic synthesis
N/Avs9280.0%
DeepSeek V3.2 Exp
R1
MATHComplex mathematical problem solving
N/Avs9310.0%
DeepSeek V3.2 Exp
R1
GPQAGraduate-level expert reasoning
N/Avs6210.0%
DeepSeek V3.2 Exp
R1
HellaSwagCommonsense reasoning and inference
N/Avs9050.0%
DeepSeek V3.2 Exp
R1
MT-BenchMulti-turn conversation flow quality
N/Avs935.0%
DeepSeek V3.2 Exp
R1

DeepSeek V3.2 Exp Quirks & Gotchas

No developer gotchas reported.

R1 Quirks & Gotchas

No developer gotchas reported.