Benchmark Almanac

DeepSeek-V3.2

DeepSeek-V3.2.

DeepSeek Released 1 Dec 2025 Family DeepSeek-V3 The lab's model card
101
Benchmarks with a score
0
Ranked first, out of five or more models
0
In the top three
DeepSeek Dec 2025

DeepSeek-V3.2

Open weights Flagship

146.1 #85 of 271
Epoch Capabilities Index
  • SWE-Bench Pro 15.6% #20 /24
  • Terminal-Bench 2.0 39.5% #24 /43
  • Toolathlon 35.2% #29 /50

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
MMLU-Pro 85% #28 of 151 Model card
Vectara Hallucination Leaderboard (2025 dataset) 6.30% #27 of 104 Official leaderboard
LMArena (Elo) 1,425 #100 of 333 Official leaderboard
Creative Writing v3 71.7 #45 of 120 Official leaderboard
Humanity's Last Exam 40.8% #59 of 147 Model card
Longform Creative Writing (EQ-Bench) 66.8 #50 of 119 Official leaderboard
LOCA-Bench 6.70% #4 of 9 Official leaderboard
Judgemark v2.1 66.3 #25 of 42 Official leaderboard
SkateBench v2 46.7% #15 of 21 Official leaderboard
Extended NYT Connections 36.7% #73 of 97 Official leaderboard
BullshitBench 14.6% #86 of 107 Official leaderboard
CL-bench Life 9.50% #13 of 16 Official leaderboard
BullshitBench V2 13% #101 of 122 Official leaderboard
CL-bench 13.2% #22 of 24 Official leaderboard

Math and science

BenchmarkScoreRankSource
HiPhO 65.7% #5 of 35 Official leaderboard
BRUMO 2025 96.7% #9 of 42 Official leaderboard
AIME 2025 93.1% #32 of 143 Model card
OTIS Mock AIME 2024-2025 87.8% #67 of 202 Epoch AI
GPQA Diamond 83.4% #77 of 219 Epoch AI
DTBench 76% #67 of 178 Official leaderboard
FrontierMath 22.1% #27 of 70 Epoch AI
HMMT 2025 92.5% #19 of 49 Model card
SMT 2025 87.7% #16 of 40 Official leaderboard
General365 54.9% #11 of 23 Official leaderboard
CMIMC 2025 84.4% #17 of 33 Official leaderboard
HMMT Nov 2025 90% #12 of 22 Official leaderboard
ARC-AGI 57% #61 of 92 Official leaderboard
FrontierMath Tier 4 2.10% #37 of 55 Epoch AI
AIME 2026 94.2% #21 of 31 Official leaderboard
MathArena (Apex, IMO, USAMO) 2.08% #32 of 47 Official leaderboard
ARC-AGI-2 4.03% #71 of 95 Official leaderboard
IMO-AnswerBench 78.3% #29 of 37 Model card
ProofBench 8.00% #47 of 59 Official leaderboard
HMMT 2026 84.1% #25 of 31 Official leaderboard
Leipzig Benchmark 8.00% #17 of 19 Official leaderboard
Echo General AI Prediction Leaderboard 964 #16 of 17 Official leaderboard

Coding

BenchmarkScoreRankSource
LiveCodeBench 83.3% #6 of 73 Model card
Aider Polyglot 74.2% #8 of 54 Epoch AI
SWE-bench Verified 70% #15 of 60 Official leaderboard
Codeforces rating 2,386 #12 of 41 Model card
StructEval 75.5% #14 of 28 Official leaderboard
IOI (Vals) 14.4% #30 of 55 Official leaderboard
SWE-bench Multilingual 70.2% #42 of 70 Model card
OpenHands Index 45.7% #21 of 33 Official leaderboard
FrontierCS 24.8 #10 of 14 Official leaderboard
OTelBench 11.6% #10 of 14 Official leaderboard
Code Arena 1,363 #92 of 124 Official leaderboard
OJBench 51.7% #6 of 8 Official leaderboard
SWE-Bench Pro 15.6% #20 of 24 Official leaderboard
WebDev Arena 1,325 #89 of 105 Epoch AI
Vibe Code Bench 5.11% #101 of 115 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
Agent Poker Bench 1,090 #4 of 17 Official leaderboard
LisanBench 2348.3 #40 of 133 Official leaderboard
VITA-Bench 24% #7 of 18 Official leaderboard
BalatroBench 8.67 #7 of 16 Official leaderboard
LLM Chess 189 #55 of 124 Official leaderboard
tau2-bench 80.3% #31 of 69 Model card
BrowseComp-ZH 65% #9 of 17 Model card
Terminal-Bench 2.0 39.5% #24 of 43 Official leaderboard
Toolathlon 35.2% #29 of 50 Official leaderboard
BrowseComp 67.6% #46 of 77 Model card
GAIA 37.2% #36 of 57 Official leaderboard
SnakeBench 20 #129 of 183 Official leaderboard
RWSearch 74% #5 of 7 Official leaderboard
Claw-Eval-Live 51.4% #9 of 12 Official leaderboard
Pencil Puzzle Bench 0% #40 of 53 Official leaderboard
PinchBench 59.9% #39 of 48 Official leaderboard
Game Arena Poker -16.86 #26 of 31 Official leaderboard
MCPMark 38% #9 of 10 Model card
Game Arena Chess 84 #37 of 39 Official leaderboard
Game Arena Five in a Row 126 #19 of 20 Official leaderboard
Claw-Eval 67.5% #22 of 23 Official leaderboard
Claw-Eval Pass^3 40.2% #22 of 23 Official leaderboard
Game Arena Word Association 15 #35 of 36 Official leaderboard
Game Arena Checkers 59 #37 of 38 Official leaderboard
Game Arena Four in a Row 9 #37 of 38 Official leaderboard
Kaggle Game Arena 0 #39 of 39 Official leaderboard
Game Arena Dark Hex 0 #38 of 38 Official leaderboard
Game Arena Dots and Boxes 0 #37 of 37 Official leaderboard
Game Arena Chess Openings 0 #11 of 11 Official leaderboard
MCP-Universe 45.9% #1 of 1 Model card

Professional work

BenchmarkScoreRankSource
ProfBench 50.5% #28 of 72 Official leaderboard
SpreadsheetBench 2 15.6% #5 of 8 Official leaderboard
CaseLaw v2 55.4% #34 of 53 Official leaderboard
TaxEval v2 68.2% #93 of 129 Official leaderboard
LegalBench 76.1% #103 of 138 Official leaderboard
CorpFin v2 51% #94 of 119 Official leaderboard
Vending-Bench 2 $1,034 #53 of 66 Official leaderboard
Vals Finance Agent 2.35% #48 of 49 Official leaderboard
APEX-Agents 21.3% #55 of 56 Epoch AI

Safety and security

BenchmarkScoreRankSource
KORA 24.3% #31 of 42 Official leaderboard
BinaryAudit 12.3% #16 of 20 Official leaderboard
Human Pathogen Capabilities Test v2 (HPCT v2) 37.4% #58 of 71 Official leaderboard
SMDD-Bench 24.3% #6 of 7 Official leaderboard
Agentic BAIM-LLM Evaluation (ABLE) 23.8% #14 of 16 Official leaderboard
Dictatorship Eval 0.97% #19 of 20 Official leaderboard

Other

BenchmarkScoreRankSource
ACCoRD 64.6 #73 of 150 Official leaderboard
Conceptual Reasoning Index 45.4 #85 of 149 Official leaderboard
LMCA 28.8% #88 of 139 Epoch AI
CAIS Text Capabilities Index 21.5 #48 of 66 Official leaderboard
CAIS Risk Index 68.3 #62 of 65 Official leaderboard

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.