DeepSeek / MODEL EVIDENCE

DeepSeek V3.1

12 benchmarks · 13 observations · 12 sources · released 2025-08-21

Scores at a glance

12 benchmarks · large dot: DeepSeek V3.1; small dots: closest models where reported

LMCA ↗24.29%
2.7868.26

DeepSeek-V3.1 · LMCA · Score · % ↗

41.6598.93

DeepSeek-V3.1 · DTBench · Accuracy · % ↗

5.7874.39

DeepSeek-V3.1 · Scale Labs · Risk elicitation score ↗

ForecastBench ↗60.7 Brier index
46.467

deepseek-v3.1† · Overall difficulty-adjusted Brier index ↗

Closest models by score

Similar positions on shared benchmark leaderboards. Smaller gaps are closer.

10.4 percentile-point gap

3 of 5 shared benchmark comparisons

24.8 percentile-point gap

3 of 5 shared benchmark comparisons

How similarity is measured

Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.

Sources

Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.

  1. DTBench — Conceptual Reasoning Index ↗

    Conceptual Reasoning Index

  2. LMCA — Conceptual Reasoning Index ↗

    Conceptual Reasoning Index

  3. Forecastbench — methodology and published results ↗

    Epoch AI · 2026

  4. SimpleBench ↗

    Epoch AI

  5. AI benchmarks & capabilities ↗

    Epoch AI

  6. Fiction.liveBench — March 14, 2025 benchmark release ↗

    Fiction.live · 2025

  7. WeirdML ↗

    Håvard Tveit Ihle

  8. Scale Labs — evaluation methodology and results ↗

    Scale Labs / SEAL · 2026

  9. Scale Labs — evaluation methodology and results ↗

    Scale Labs / SEAL · 2026

  10. CaseLaw — evaluation methodology and results ↗

    Vals AI · 2026

  11. CorpFin — evaluation methodology and results ↗

    Vals AI · 2026

  12. Poker Agent — evaluation methodology and results ↗

    Vals AI · 2026

Names used in source tables

DeepSeek V3.1 · DeepSeek-V3.1 · deepseek-v3.1†