Benchmark Almanac

DeepSeek-V3.2-Exp

DeepSeek-V3.2-Exp ranks first on 2 of the 43 benchmarks it has scores on.

DeepSeek Released 29 Sep 2025 Family DeepSeek-V3 The lab's model card
43
Benchmarks with a score
2
Ranked first, out of five or more models
2
In the top three
DeepSeek Sep 2025

DeepSeek-V3.2-Exp

Open weights Flagship

145.0 #93 of 271
Epoch Capabilities Index
  • Toolathlon 20.1% #38 /50
  • CritPt 2.86% #80 /160
  • MathArena (Apex, IMO, USAMO) 0.52% #44 /47

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 97.1% #1 of 59 Model card
Vectara Hallucination Leaderboard (2025 dataset) 5.30% #15 of 104 Official leaderboard
MMLU-Pro 85% #27 of 151 Model card
Fiction.LiveBench 83.3% #11 of 57 Epoch AI
LMArena (Elo) 1,425 #97 of 333 Official leaderboard
Vectara Hallucination Leaderboard (HHEM) 4.60% #70 of 148 Official leaderboard
Longform Creative Writing (EQ-Bench) 60.2 #62 of 119 Official leaderboard
Slop Score 54.2 #9 of 17 Official leaderboard
Humanity's Last Exam 19.8% #99 of 147 Model card
CL-bench Life 9.50% #11 of 14 Epoch AI
CL-bench 13.2% #18 of 20 Epoch AI

Math and science

BenchmarkScoreRankSource
BRUMO 2025 95.8% #12 of 42 Official leaderboard
DTBench 79.5% #60 of 178 Official leaderboard
AIME 2025 89.3% #53 of 143 Model card
GPQA Diamond 79.9% #112 of 284 Model card
CritPt 2.86% #80 of 160 Epoch AI
SMT 2025 84.9% #21 of 40 Official leaderboard
CMIMC 2025 76.3% #21 of 33 Official leaderboard
HMMT 2025 83.6% #33 of 49 Model card
HMMT Nov 2025 84.2% #18 of 22 Official leaderboard
MathArena (Apex, IMO, USAMO) 0.52% #44 of 47 Official leaderboard

Coding

BenchmarkScoreRankSource
Aider Polyglot 74.2% #7 of 54 Epoch AI
LiveCodeBench 74.1% #21 of 73 Model card
Codeforces rating 2,121 #17 of 41 Model card
SWE-bench Verified 67.8% #91 of 150 Model card
WeirdML 39.5% #79 of 112 Official leaderboard
WebDev Arena 1,367 #77 of 105 Epoch AI
SWE-bench Multilingual 57.9% #59 of 70 Model card
Code Arena 1,271 #108 of 124 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
BFCL V4 56.7% #11 of 65 Official leaderboard
Step Race 4 #10 of 59 Official leaderboard
Terminal-Bench 37.7% #13 of 22 Model card
Toolathlon 20.1% #38 of 50 Official leaderboard
MCP-Universe 19.9% #25 of 30 Official leaderboard
BrowseComp 40.1% #67 of 77 Model card
BrowseComp-ZH 47.9% #16 of 17 Model card

Professional work

BenchmarkScoreRankSource
TheAgentCompany 42.9% #1 of 14 Epoch AI
LEXam 57.4% #7 of 31 Official leaderboard
ProfBench 48.2% #34 of 72 Official leaderboard
Vending-Bench 2 $1,034 #52 of 65 Epoch AI

Other

BenchmarkScoreRankSource
Conceptual Reasoning Index 45.7 #82 of 149 Official leaderboard
ACCoRD 61.8 #83 of 150 Official leaderboard
LMCA 29.1% #86 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.

Its system card

Every result in the longer documents the lab published with it.