Benchmark Almanac

Gemini 3.1 Pro

Gemini 3.1 Pro ranks first on 7 of the 225 benchmarks it has scores on.

Google DeepMind Released 19 Feb 2026 Family Gemini 3.1 The lab's model card
230
Benchmarks with a score
7
Ranked first, out of five or more models
30
In the top three
Google DeepMind Feb 2026

Gemini 3.1 Pro

Closed weights Flagship

155.2 #37 of 271
Epoch Capabilities Index
  • Humanity's Last Exam 46.4% #3 /47
  • SWE-bench Verified 75.6% #12 /32
  • SWE-Bench Pro 46.1% #5 /24

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 91.2% #1 of 212 Official leaderboard
SEA-HELM 77.4 #1 of 62 Official leaderboard
SimpleQA Verified 77.5% #1 of 56 Official leaderboard
MMMLU 92.6% #2 of 62 Model card
FACTS Search 85.6% #1 of 31 Official leaderboard
Extended NYT Connections 97.4% #4 of 97 Official leaderboard
SkateBench v2 96.9% #1 of 21 Official leaderboard
LMArena (Elo) 1,487 #17 of 333 Official leaderboard
Humanity's Last Exam 46.4% #3 of 47 Official leaderboard
MultiNRC 64.7% #3 of 38 Official leaderboard
FACTS Parametric 79% #4 of 45 Official leaderboard
Judgemark v4 78.7 #8 of 40 Official leaderboard
EQ-Bench 3 1,527 #17 of 78 Official leaderboard
MultiChallenge 71.4% #8 of 35 Official leaderboard
FACTS Benchmark Suite 60.6% #10 of 40 Official leaderboard
CL-bench 20.8% #6 of 24 Official leaderboard
MRCR v2 84.9% #7 of 27 Model card
Phare 70.6% #18 of 62 Official leaderboard
CL-bench Life 16.9% #5 of 16 Official leaderboard
FACTS Multimodal 41.3% #14 of 39 Official leaderboard
FACTS Search V2 83.7% #8 of 21 Official leaderboard
Creative Writing v3 71.2 #47 of 120 Official leaderboard
Longform Creative Writing (EQ-Bench) 68.2 #47 of 119 Official leaderboard
BullshitBench V2 37% #61 of 122 Official leaderboard
Vectara Hallucination Leaderboard (2025 dataset) 10.4% #62 of 104 Official leaderboard
Document Arena 1,459 #23 of 37 Official leaderboard
BullshitBench 21.8% #67 of 107 Official leaderboard
EQ-Bench 4 1,132 #25 of 32 Official leaderboard
FACTS Grounding v2 56.6% #13 of 15 Official leaderboard

Math and science

BenchmarkScoreRankSource
GPQA Diamond 94.4% #8 of 219 Epoch AI
ARC-AGI 98% #7 of 92 Official leaderboard
SimpleBench 79.6% #10 of 100 Official leaderboard
MathArena (Apex, IMO, USAMO) 60.9% #5 of 47 Official leaderboard
DTBench 92.5% #19 of 178 Official leaderboard
AIME 2026 98.3% #5 of 31 Official leaderboard
FrontierMath 36.9% #13 of 70 Epoch AI
OTIS Mock AIME 2024-2025 95.6% #39 of 202 Epoch AI
ARC-AGI-2 77.1% #19 of 95 Official leaderboard
IMProofBench 45.7% #2 of 10 Official leaderboard
FrontierMath Tier 4 16.7% #12 of 55 Epoch AI
CritPt 17.7% #37 of 160 Epoch AI
Echo General AI Prediction Leaderboard 1,006 #4 of 17 Official leaderboard
Project Euler (MathArena) 89% #1 of 4 Official leaderboard
HMMT 2026 94.7% #8 of 31 Official leaderboard
USAMO 2026 74.4% #3 of 9 Official leaderboard
IMO-ProofBench 49% #4 of 10 Official leaderboard
ProofBench 26% #25 of 59 Official leaderboard
FrontierMath Tiers 1-3 v2 59.6% #41 of 89 Epoch AI
ForecastBench 62.7 #43 of 86 Official leaderboard
FrontierMath Tier 4 v2 26.8% #39 of 71 Epoch AI
Leipzig Benchmark 15% #12 of 19 Official leaderboard
Prophet Arena 85.0 #12 of 18 Official leaderboard
ProofBench v1.1 26% #37 of 51 Official leaderboard
MysteryMechanism 20.7% #24 of 29 Official leaderboard
BixBench3 24.8 #17 of 20 Official leaderboard
ResearchClawBench 13.3 #21 of 23 Official leaderboard

Coding

BenchmarkScoreRankSource
SciCode 59% #2 of 47 Model card
METR Time Horizon 6.4 h #3 of 39 Epoch AI
LiveSQLBench 36.5% #3 of 36 Official leaderboard
AlgoTune 2.02× #2 of 18 Official leaderboard
METR Time Horizon 1.1 6.4 h #3 of 26 Official leaderboard
WeirdML 72.1% #19 of 112 Official leaderboard
SWE-Bench Pro 46.1% #5 of 24 Official leaderboard
LiveCodeBench Pro 2,887 #1 of 4 Model card
OpenHands Index 60.6% #9 of 33 Official leaderboard
FrontierCS 68.9 #4 of 14 Official leaderboard
AndroidBench 74.3% #11 of 32 Official leaderboard
PostTrainBench 21.6% #8 of 23 Official leaderboard
SWE-bench Verified 75.6% #12 of 32 Epoch AI
ALE-Bench 1,161 #46 of 121 Epoch AI
FrontierCode 16.7% #5 of 12 Official leaderboard
GSO-Bench 22.6% #13 of 30 Official leaderboard
WebDev Arena 1,447 #54 of 105 Epoch AI
Code Arena 1,447 #65 of 124 Official leaderboard
IOI v2 (Vals) 51.8% #25 of 45 Official leaderboard
Vibe Code Bench 32% #72 of 115 Official leaderboard
ProgramBench 0% #16 of 25 Official leaderboard
SWE-Marathon 4.00% #8 of 12 Official leaderboard
Code Migration 17.3% #54 of 78 Official leaderboard
EvoCode-Bench 13.7% #9 of 13 Official leaderboard
SWE Atlas Refactoring 33.8% #12 of 17 Official leaderboard
Image-to-WebDev Arena 1,481 #39 of 55 Official leaderboard
SWE Atlas Test Writing 29.8% #18 of 22 Official leaderboard
GBAEval 0.85% #18 of 21 Official leaderboard
SWE Atlas 13.5% #19 of 22 Official leaderboard
ScarfBench 37.6% #9 of 10 Official leaderboard
PostTrainBench 1.1 22% #10 of 11 Official leaderboard
PostTrainBench 1.2 18.1% #16 of 17 Official leaderboard
MirrorCode 8.89% #27 of 28 Epoch AI
DeepSWE 11.7% #28 of 28 Official leaderboard
Vibe Code Bench 1-100 6.69% #26 of 26 Official leaderboard
Senior SWE-Bench 2.11% #23 of 23 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
SnakeBench 37 #5 of 183 Official leaderboard
Terminal-Bench 2.0 80.2% #2 of 43 Official leaderboard
Game Arena Five in a Row 1,131 #1 of 20 Official leaderboard
PinchBench 80.7% #3 of 48 Official leaderboard
LLM Chess 1,511 #9 of 124 Official leaderboard
BALROG 57% #5 of 35 Official leaderboard
SkillsBench 60.8% #3 of 21 Official leaderboard
LisanBench 6445.0 #20 of 133 Official leaderboard
Game Arena Chess 1,324 #6 of 39 Official leaderboard
Game Arena Four in a Row 589 #6 of 38 Official leaderboard
Pencil Puzzle Bench 33.3% #9 of 53 Official leaderboard
Toolathlon 48.8% #9 of 50 Official leaderboard
Chess Puzzles 51% #16 of 83 Epoch AI
Game Arena Word Art 1,100 #7 of 35 Official leaderboard
OSWorld-Verified 78.3% #7 of 33 Official leaderboard
BrowseComp 85.9% #17 of 77 Model card
Game Arena Clobber 475 #8 of 36 Official leaderboard
Game Arena Nine Men's Morris 788 #8 of 36 Official leaderboard
Kaggle Game Arena 381 #9 of 39 Official leaderboard
Game Arena Go 1,149 #9 of 36 Official leaderboard
Game Arena Werewolf -0 #2 of 8 Official leaderboard
MobileGym 58.8% #1 of 4 Official leaderboard
Game Arena Coin Game 420 #9 of 35 Official leaderboard
PinchBench 2.0 81% #15 of 57 Official leaderboard
Game Arena Dark Hex 296 #10 of 38 Official leaderboard
PACT 1,557 #7 of 26 Official leaderboard
Game Arena Word Association 308 #10 of 36 Official leaderboard
MobileWorld 58.1% #5 of 18 Official leaderboard
Game Arena Dots and Boxes 976 #11 of 37 Official leaderboard
Mystery Game Puzzles 34% #24 of 80 Epoch AI
DeepSearchQA 60.2% #3 of 10 Official leaderboard
Game Arena Reversi 710 #11 of 36 Official leaderboard
Harbor-Index 13.4% #3 of 9 Official leaderboard
Game Arena Checkers 972 #13 of 38 Official leaderboard
Claw-Eval 77.3% #8 of 23 Official leaderboard
Game Arena Lines of Action 570 #13 of 36 Official leaderboard
LMArena Search Arena 1,207 #14 of 35 Official leaderboard
MCP Atlas 78.2% #14 of 34 Official leaderboard
Game Arena Bargaining 196 #15 of 36 Official leaderboard
DeepResearch Bench 47.8% #10 of 24 Epoch AI
Toolathlon-Verified 61.1% #11 of 25 Official leaderboard
Game Arena Ultimate Tic-Tac-Toe 359 #16 of 36 Official leaderboard
UniClawBench 32.5% #5 of 10 Official leaderboard
Claw-Eval Pass^3 57.8% #12 of 23 Official leaderboard
GAIA 55.5% #30 of 57 Official leaderboard
Claw-Eval-Live 53.3% #7 of 12 Official leaderboard
τ³-bench Banking 26% #16 of 25 Official leaderboard
Agent Arena -0.04 #37 of 53 Official leaderboard
EBR-bench 14.3% #20 of 28 Epoch AI
ARC-AGI-3 0.42% #18 of 24 Official leaderboard
Game Arena Poker -16.06 #24 of 31 Official leaderboard
Long-Horizon-Terminal-Bench (LHTB) 27.9% #20 of 25 Official leaderboard
DeepTerminalBench 16% #8 of 9 Official leaderboard
Terminal-Bench 2.1 65.8% #12 of 13 Official leaderboard
Long-Horizon-Terminal-Bench 2.0 41.3% #15 of 15 Official leaderboard

Professional work

BenchmarkScoreRankSource
MedCode 59.1% #2 of 96 Official leaderboard
LegalBench 87.4% #5 of 138 Official leaderboard
MortgageTax 69.4% #6 of 86 Official leaderboard
Vals Finance Agent 59.7% #7 of 49 Official leaderboard
CaseLaw v2 64.8% #12 of 53 Official leaderboard
TaxCalcBench 49% #4 of 17 Official leaderboard
ProfBench 55.2% #17 of 72 Official leaderboard
CorpFin v2 64.5% #37 of 119 Official leaderboard
RadLE 2.0 660.0 #4 of 12 Official leaderboard
prinzbench 50.0 #9 of 26 Official leaderboard
SpreadsheetBench 2 23.7% #3 of 8 Official leaderboard
TaxEval v2 72.9% #56 of 129 Official leaderboard
FORTE 70.3% #11 of 21 Official leaderboard
CADGenBench 31.1% #6 of 11 Official leaderboard
PRBench 44% #25 of 44 Official leaderboard
PolicyBench 81.2% #30 of 50 Official leaderboard
Physical-Engineering's Last Exam 0.15 #11 of 18 Official leaderboard
Vending-Bench 2 $3,774 #43 of 66 Official leaderboard
EEBench 46.3% #18 of 26 Official leaderboard
Excel Modeling Benchmark 52.6% #54 of 76 Official leaderboard
MedScribe 76.1% #70 of 98 Official leaderboard
Legal Research Bench 20.7% #64 of 88 Official leaderboard
Vals Finance Agent v2 43% #59 of 80 Official leaderboard
Tax Agent Bench 9.29% #65 of 79 Official leaderboard
Harvey LAB (Legal Agent Benchmark) 0% #67 of 80 Official leaderboard
APEX-Agents 35.1% #47 of 56 Epoch AI
E-Commerce Bench 1.30 #16 of 19 Official leaderboard
Public Benefits Bench 53.8% #43 of 50 Official leaderboard
PhysicianBench 6.00% #12 of 13 Official leaderboard
TaxCalcBench v2 0% #25 of 26 Official leaderboard
FrontierFinance 30.7% #16 of 16 Official leaderboard
GDPval-AA 1,317 #16 of 16 Model card
JobBench 15.9% #16 of 16 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
MATH-Vision (MathVision) 95.7% #2 of 105 Official leaderboard
MMMU-Pro 80.5% #11 of 72 Model card
Vision Arena 1,280 #23 of 136 Official leaderboard
GeoBench 84% #9 of 48 Official leaderboard
ZeroBench 19% #13 of 66 Official leaderboard
Math Kangaroo 2025 (MathArena) 89.4% #5 of 22 Official leaderboard
ParseBench 69.1% #16 of 42 Official leaderboard
1H-VideoQA 78.2% #8 of 20 Official leaderboard
Drone-Bench 68.9% #8 of 19 Official leaderboard
ClockBench 32.2% #16 of 37 Official leaderboard
BabyVision 51.6% #12 of 27 Official leaderboard
ArtifactArena 1,089 #11 of 21 Official leaderboard
VoxelBench 1,642 #30 of 56 Official leaderboard
EnigmaEval 36.8% #3 of 5 Official leaderboard
Blueprint-Bench 2 26.5% #24 of 35 Official leaderboard
GDP.pdf 17% #27 of 39 Epoch AI
Furniture Assembly Benchmark 26.7% #28 of 35 Epoch AI
Code2Video Benchmark 1,454 #16 of 19 Official leaderboard
Dual-Arm Sim 8.50 #9 of 10 Official leaderboard
Claw-Eval-MM 45.7% #10 of 11 Official leaderboard
LongExtractionBench 48.6% #3 of 3 Official leaderboard

Safety and security

BenchmarkScoreRankSource
Agentic BAIM-LLM Evaluation (ABLE) 84.6% #1 of 16 Official leaderboard
BinaryAudit 49.1% #2 of 20 Official leaderboard
BrowseSafe++ 89.9% #2 of 15 Official leaderboard
Human Pathogen Capabilities Test v2 (HPCT v2) 65.4% #11 of 71 Official leaderboard
SMDD-Bench 39% #2 of 7 Official leaderboard
PCT (Polarized Contrastive Pairs) 42.2% #20 of 46 Official leaderboard
ExploitBench 26% #5 of 9 Official leaderboard
DrugDiscoveryBench 41.9% #11 of 19 Official leaderboard
FORTRESS 29.8% #39 of 66 Official leaderboard
KORA 31.6% #25 of 42 Official leaderboard
Dictatorship Eval 53.4% #12 of 20 Official leaderboard
CyberGym 38.8% #21 of 33 Official leaderboard
DistressBench 68.8% #28 of 42 Official leaderboard
CyberGym-E2E 43.8% #4 of 5 Official leaderboard
ExploitGym 1.38% #15 of 18 Official leaderboard
SRE-Bench 0% #30 of 33 Official leaderboard
CyberBench (Vals) 36.4% #26 of 26 Official leaderboard
BiomniBench 44.3 #8 of 8 Official leaderboard
Harmful manipulation efficacy study 3.60 #1 of 1 Model card

Other

BenchmarkScoreRankSource
LMCA 53.8% #19 of 139 Epoch AI
Conceptual Reasoning Index 63.8 #24 of 149 Official leaderboard
CAIS Text Capabilities Index 45.8 #14 of 66 Official leaderboard
CAIS Vision Capabilities Index 62.1 #14 of 53 Official leaderboard
SAGE (Vals) 48.7% #26 of 81 Official leaderboard
ACCoRD 65.0 #72 of 150 Official leaderboard
Vals Multimodal Index 56.1% #20 of 33 Official leaderboard
CAIS Risk Index 56.5 #42 of 65 Official leaderboard
SAGE v1.1 (Vals) 83.2% #22 of 28 Official leaderboard
Vals Science Index 27.4% #21 of 23 Official leaderboard

Google DeepMind's models over time

Google DeepMind'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 Gemini 4 Argon Gemini 3.8 Flash Gemini 3.5 Flash-Lite Gemini 3 Flash Gemini 2.5 Flash Gemini 2.5 Flash-Lite Gemma 3 12B 50 75 100 125 150 175 2023 2024 2025 2026 2027 Gemini 4 Argon Gemini 3.5 Flash-Lite

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. 10 of them aren't in the launch post.

Bio and chem risk

AI R&D risk