Language

DeepSeek-V3.2-Exp

Released
29 Sep 2025
Status
Legacy
Context
131.1K
Max output
—
Input per 1M tokens
—
Output per 1M tokens
—
Open weights
Yes
License
mit
Parameters
671B, 37B active
Knowledge cutoff
—
Reasoning
Yes
Modalities
text → text

Category scores

Out of 100, from independent and third-party results only, by method category-2026-09-29.1.

Category scores
CategoryScoreRankCoverage
Knowledge & reasoning34.2Not ranked1 of 4
Coding & software engineering74.2Not ranked1 of 5
Professional knowledge work42.911 of 1
Human preference43.0Not ranked2 of 5

Benchmark results

Every result we hold for this model, with who ran it and where it was published.

Knowledge & reasoning

Knowledge & reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
DTBench (Decision Theory Benchmark)Accuracy (capability questions)87.7%Third partythinking—https://conceptualreasoning.ai/dtbench via Epoch AI
LMCA (Language Model Conceptual Argumentation)Correlation with expert ratings (Pearson r)0.2911Third partythinking—https://conceptualreasoning.ai/lmca via Epoch AI

Coding & software engineering

Coding & software engineering results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Aider PolyglotPercent correct74.2%Third partythinking—Aider LLM Leaderboards via Epoch AI
Aider PolyglotPercent correct70.2%Third party——Aider LLM Leaderboards via Epoch AI
WeirdML (v2)Average accuracy39.5%Third partythinking—https://htihle.github.io/weirdml.html via Epoch AI

Professional knowledge work

Professional knowledge work results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
TheAgentCompanyTasks resolved42.9%Third party——TheAgentCompany leaderboard via Epoch AI

Long context

Long context results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
CL-benchTasks solved13.2%Source not statedthinking—Epoch AI via Epoch AI
CL-bench LifeTasks solved9.5%Source not statedthinking—Epoch AI via Epoch AI
Fiction.LiveBench% correct at 16K tokens (Epoch's column)83.3%Third partyhigh—Fiction.live leaderboard via Epoch AI
Fiction.LiveBench% correct at 16K tokens (Epoch's column)52.8%Third party——Fiction.live leaderboard via Epoch AI

Human preference

Human preference results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Code Arena: WebDev (arena.ai)Arena score (Elo scale)1272Independent—25 Sep 2026Arena
Code Arena: WebDev (arena.ai)Votes3972Independent—25 Sep 2026Arena
Text Arena (arena.ai)Arena score (Elo scale)1425Independentthinking25 Sep 2026Arena
Text Arena (arena.ai)Arena score (Elo scale)1422Independent—25 Sep 2026Arena
Text Arena (arena.ai)Votes11947Independent—25 Sep 2026Arena
Text Arena (arena.ai)Votes8942Independentthinking25 Sep 2026Arena

Other DeepSeek-V versions

Sources