DeepSeek: DeepSeek V3.2 Speciale

DeepSeek: DeepSeek V3.2 Speciale

deepseek · Released Dec 1, 2025
65
Our Score

DeepSeek-V3.2-Speciale is a high-compute variant of DeepSeek-V3.2 optimized for maximum reasoning and agentic performance. It builds on DeepSeek Sparse Attention (DSA) for efficient long-context processing, then scales post-training reinforcement learning to push capability beyond the base model. Reported evaluations place Speciale ahead of GPT-5 on difficult reasoning workloads, with proficiency comparable to Gemini-3.0-Pro, while retaining strong coding and tool-use reliability. Like V3.2, it benefits from a large-scale agentic task synthesis pipeline that improves compliance and generalization in interactive environments.

$0.40 / 1M Input Price
$1.20 / 1M Output Price
163,840 tokens Context Window
163,840 tokens Max Output

Architecture

ModalityText → Text
TokenizerDeepSeek

Performance Indices

Source: Artificial Analysis

29.4 Intelligence Index
37.9 Coding Index
34.8 Agentic Index
96.7 Math Index

Benchmark Scores

Evaluations

GPQA Diamond 87.1%
Graduate-level scientific reasoning
HLE 26.1%
Humanity's Last Exam
MMLU Pro 86.3%
Multi-task language understanding
LiveCodeBench 89.6%
Live coding evaluation
SciCode 44%
Scientific computing
AIME 2025 96.7%
Competition mathematics (2025)
IFBench 63.9%
Instruction following
LCR 59.3%
Long-context reasoning
TerminalBench Hard 34.8%
Agentic terminal tasks

Benchmark data from Artificial Analysis and Hugging Face

Model Information

OpenRouter ID deepseek/deepseek-v3.2-speciale
Providerdeepseek
Model FamilyDeepSeek
Release Date December 1, 2025
Context Length163,840 tokens
Max Completion163,840 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.40 $0.000400
Output $1.20 $0.001200

Live Performance

Live endpoint metrics — refreshed every 30 minutes.

100%
Avg Uptime
2,951ms
Best Latency (TTFT)
24 tok/s
Best Throughput
1/1
Active Endpoints
Available via: AtlasCloud

Leaderboard Categories