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DeepSeek-V3.1

DeepSeek

DeepSeek-V3.1 is a hybrid model supporting both thinking and non-thinking modes through different chat templates. Built on DeepSeek-V3.1-Base with two-phase long context extension (32K phase: 630B tokens, 128K phase: 209B tokens), it has 671B total parameters with 37B activated. Key improvements include smart tool calling, high thinking efficiency comparable to DeepSeek-R1-0528, and FP8 format.

Key Specifications

Parameters
671.0B
Context
163.8K
Release Date
January 9, 2025
Average Score
58.4%

Timeline

Key dates in the model's history
Announcement / Last Update
January 9, 2025
Today
September 10, 2026

Technical Specifications

Parameters
671.0B
Training Tokens
-
Knowledge Cutoff
-
Family
-
Capabilities
MultimodalZeroEval

Pricing & Availability

Input (per 1M tokens)
$0.27
Output (per 1M tokens)
$1.00
Max Input Tokens
163.8K
Max Output Tokens
163.8K
Supported Features
Function CallingStructured OutputCode ExecutionWeb SearchBatch InferenceFine-tuning

Benchmark Results

Model performance metrics across various tests and benchmarks

Programming

Programming skills tests
SWE-Bench Verified
Agent mode, Non-ThinkingSelf-reported
66.0%

Reasoning

Logical reasoning and analysis
GPQA
Pass@1, mode without thinkingSelf-reported
75.0%

Other Tests

Specialized benchmarks
SimpleQA
Mode thinking withSelf-reported
93.0%
MMLU-Redux
Mode without thinkingSelf-reported
92.0%
MMLU-Pro
Mode without thinkingSelf-reported
84.0%
Aider-Polyglot
Mode without thinkingSelf-reported
68.0%
AIME 2024
Pass@1, Non-Thinking modeSelf-reported
66.3%
AIME 2025
Pass@1, Non-Thinking modeSelf-reported
49.8%
BrowseComp
Thinking mode with search agentSelf-reported
30.0%
BrowseComp-zh
Thinking mode with search agentSelf-reported
49.2%
CodeForces
Div1 Rating, Thinking modeSelf-reported
69.7%
HMMT 2025
Pass@1, Non-Thinking modeSelf-reported
33.5%
Humanity's Last Exam
Pass@1, Thinking mode, text-only subsetSelf-reported
15.9%
LiveCodeBench
Pass@1, 2408-2505, Non-Thinking modeSelf-reported
56.4%
SWE-bench Multilingual
Agent mode, Non-ThinkingSelf-reported
54.5%
Terminal-Bench
Terminus 1 framework, Non-ThinkingSelf-reported
31.3%

License & Metadata

License
mit
Announcement Date
January 9, 2025
Last Updated
January 9, 2025

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