Language

DeepSeek-V3.1

Released
21 Aug 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 & reasoning28.3622 of 4
Human preference52.5Not ranked1 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)82.7%Third partythinking—https://conceptualreasoning.ai/dtbench via Epoch AI
LMCA (Language Model Conceptual Argumentation)Correlation with expert ratings (Pearson r)0.2429Third partythinking—https://conceptualreasoning.ai/lmca via Epoch AI
SimpleBenchScore (AVG@5)40.0%Third party——SimpleBench Leaderboard via Epoch AI

Coding & software engineering

Coding & software engineering results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
WeirdML (v2)Average accuracy38.4%Third partythinking—https://htihle.github.io/weirdml.html via Epoch AI
WeirdML (v2)Average accuracy37.5%Third party——https://htihle.github.io/weirdml.html via Epoch AI

Long context

Long context results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
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
Text Arena (arena.ai)Arena score (Elo scale)1417Independent—25 Sep 2026Arena
Text Arena (arena.ai)Arena score (Elo scale)1416Independentthinking25 Sep 2026Arena
Text Arena (arena.ai)Votes14543Independent—25 Sep 2026Arena
Text Arena (arena.ai)Votes11408Independentthinking25 Sep 2026Arena

Other DeepSeek-V versions

Sources

DeepSeek-V3.1: benchmarks, price and specs · supermarket.dev