DeepSeek V3.1 Terminus

DeepSeek-V3.1-Terminus. The latest update builds on V3.1's strengths while addressing key user feedback. Language consistency improvements (fewer CN/EN mix-ups, no random chars), stronger Code Agent & Search Agent performance, and more stable, reliable outputs across benchmarks. FP8.

  • Tool Calling
  • Structured Output

Added Aug 2, 2025

Model weights

Pricing

Auto routing · per 1M tokens
Input
$0.25
Output
$0.70
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Specifications

Context window
128K
Max output
65.5K
Parameters
671B / 37B
Total / active
Avg output (7d)
365 tokens
Longer than 34% of models

Benchmarks

Sourced from Artificial Analysis.

Intelligence Index

13.9

Better than 53% of models compared

Agentic work

T²-Bench Telecom (legacy)

Legacy fallback · Conversational AI agents in dual-control scenarios

37.1%

Better than 45% of models compared

Document reasoning

AA-LCR v1.1

Long context reasoning with updated grading

45.3%

Better than 41% of models compared

Reasoning

HLE

Humanity's Last Exam

8.7%

Better than 47% of models compared

IFBench

Instruction-following benchmark

41.2%

Better than 41% of models compared

Coding

Terminal-Bench Hard (legacy)

Legacy fallback · Agentic coding and terminal use

31.8%

Better than 75% of models compared

LiveCodeBench

Contamination-free coding benchmark

52.9%

Better than 60% of models compared

Math

AIME 2025

American Invitational Mathematics Examination 2025

53.7%

Better than 50% of models compared

Knowledge

MMLU-Pro

Professional and academic subject knowledge

83.6%

Better than 85% of models compared

Legacy benchmarks

GPQA Diamond (legacy)

Graduate-level scientific reasoning

75.1%

Better than 57% of models compared

AA-LCR (unversioned / legacy)

Long context reasoning evaluation

45.3%

Better than 41% of models compared

Last updated Oct 3, 2026

Artificial Analysis

Providers

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