Benchmark Almanac

DeepSeek-V3.1

DeepSeek-V3.1 places in the top three on AMO-Bench.

DeepSeek Released 21 Aug 2025 Family DeepSeek-V3 The lab's model card
65
Benchmarks with a score
0
Ranked first, out of five or more models
1
In the top three
DeepSeek Aug 2025

DeepSeek-V3.1

Open weights Flagship

139.8 #126 of 271
Epoch Capabilities Index
  • MultiChallenge 46.1% #30 /35
  • MathArena (Apex, IMO, USAMO) 0.52% #43 /47
  • BrowseComp-ZH 49.2% #14 /17

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
SimpleQA 93.4% #4 of 59 Model card
Vectara Hallucination Leaderboard (2025 dataset) 5.50% #19 of 104 Official leaderboard
SuperGPQA 59.3% #11 of 58 Official leaderboard
MMLU-Pro 84.8% #32 of 151 Model card
MMLU-Redux 93.7% #9 of 38 Model card
LMArena (Elo) 1,417 #107 of 333 Official leaderboard
Vectara Hallucination Leaderboard (HHEM) 5.50% #49 of 148 Official leaderboard
ECLeKTic 19% #16 of 35 Official leaderboard
Creative Writing v3 69.9 #56 of 120 Official leaderboard
HELM Arabic Enterprise 65.9 #11 of 23 Official leaderboard
Longform Creative Writing (EQ-Bench) 62.3 #59 of 119 Official leaderboard
Humanity's Last Exam 29.8% #77 of 147 Model card
Phare 64.8% #34 of 62 Official leaderboard
HELM Arabic 77.9 #16 of 28 Official leaderboard
Wer wird Millionär? LLM Benchmark 1111.0 #48 of 76 Official leaderboard
SimpleQA Verified 24.3% #36 of 56 Official leaderboard
MultiNRC 23.6% #26 of 38 Official leaderboard
Fiction.LiveBench 52.8% #40 of 57 Epoch AI
Global MMLU Lite 80.4% #32 of 43 Official leaderboard
MultiChallenge 46.1% #30 of 35 Official leaderboard

Math and science

BenchmarkScoreRankSource
AIME 2024 93.1% #7 of 87 Model card
AMO-Bench 47.6% #3 of 21 Official leaderboard
ForecastBench 60.6 #24 of 86 Official leaderboard
GPQA Diamond 80.1% #111 of 284 Model card
AIME 2025 88.4% #58 of 143 Model card
DTBench 71.1% #76 of 178 Official leaderboard
BRUMO 2025 90% #25 of 42 Official leaderboard
SMT 2025 84% #24 of 40 Official leaderboard
CMIMC 2025 82.5% #20 of 33 Official leaderboard
HMMT 2025 84.2% #30 of 49 Model card
SimpleBench 40% #69 of 100 Official leaderboard
CORE-Bench 20% #12 of 17 Official leaderboard
PHYBench 16.6% #21 of 28 Official leaderboard
General365 48.1% #19 of 23 Official leaderboard
MathArena (Apex, IMO, USAMO) 0.52% #43 of 47 Official leaderboard

Coding

BenchmarkScoreRankSource
Aider Polyglot 76.3% #5 of 29 Model card
LiveCodeBench 74.8% #19 of 73 Model card
Codeforces rating 2,091 #20 of 41 Model card
SWE-bench Verified 66% #94 of 150 Model card
SWE-fficiency 4.32% #12 of 17 Official leaderboard
WeirdML 38.4% #85 of 112 Official leaderboard
SWE-bench Multilingual 54.5% #65 of 70 Model card

Agents and tools

BenchmarkScoreRankSource
Step Race 4 #12 of 59 Official leaderboard
Meta Agents Research Environments (ARE) / Gaia2 21.9% #5 of 13 Official leaderboard
Agent Poker Bench 1,058 #7 of 17 Official leaderboard
CompileBench 80% #9 of 20 Official leaderboard
SnakeBench 23 #96 of 183 Official leaderboard
MCP-Universe 22.1% #21 of 30 Official leaderboard
MCPMark 16.7% #20 of 28 Official leaderboard
GAIA 27.9% #41 of 57 Official leaderboard
BrowseComp-ZH 49.2% #14 of 17 Model card
Terminal-Bench 31.3% #19 of 22 Model card
BrowseComp 30% #73 of 77 Model card

Professional work

BenchmarkScoreRankSource
ProfBench 46.6% #38 of 72 Official leaderboard
StockBench 1.10% #8 of 13 Official leaderboard
CaseLaw v2 53.9% #39 of 53 Official leaderboard
CorpFin v2 51.5% #92 of 119 Official leaderboard
PRBench 37.6% #38 of 44 Official leaderboard
FailureSensorIQ 36.6% #23 of 24 Official leaderboard

Safety and security

BenchmarkScoreRankSource
BrowseSafe++ 75.2% #10 of 15 Official leaderboard
Human Pathogen Capabilities Test v2 (HPCT v2) 39.8% #56 of 71 Official leaderboard
FORTRESS 60.5% #62 of 66 Official leaderboard

Other

BenchmarkScoreRankSource
Conceptual Reasoning Index 39.9 #98 of 149 Official leaderboard
ACCoRD 55.5 #103 of 150 Official leaderboard
LMCA 24.3% #97 of 139 Epoch AI

DeepSeek's models over time

DeepSeek's models in color, against every other model on the Epoch Capabilities Index, by release date.

50 75 100 125 150 175 2023 2024 2025 2026 2027 DeepSeek V4.1 Flash 1017 DeepSeek-V4-Flash DeepSeek-V3.1 DeepSeek-V3 DeepSeek-V2 (MoE-236B, May 2024) DeepSeek Coder 1.3B DeepSeek Coder 33B 50 75 100 125 150 175 2023 2024 2025 2026 2027 DeepSeek V4.1 Flash 1017 DeepSeek-V4-Flash

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.