Benchmark Almanac

Gemini 3.7 Flash

Gemini 3.7 Flash ranks first on 2 of the 209 benchmarks with five or more models scored.

Google DeepMind Released August 13th, 2026 Family Gemini 3.7 The lab's model card Compare with others
223
Benchmarks with a score
2
Ranked first, out of five or more models
13
In the top three
Google DeepMind Aug 2026

Gemini 3.7 Flash

Closed weights Mid-size

158.4 #25 of 256
Epoch Capabilities Index
Self-Reported Index 159.1 #38 of 404
  • DeepSWE 65.5% #12 /28
  • AutomationBench 30.4% #9 /42
  • Terminal-Bench 4.0 11.2% #33 /40

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
OpenAI MRCR v2 89% #1 of 47 Official leaderboard
LMArena (Elo) 1,489 #14 of 335 Official leaderboard
StudyArena Text 1,339 #4 of 85 Official leaderboard
Hemingway-bench 1,105 #2 of 42 Official leaderboard
MRCR v2 97% #2 of 30 Lab model card
Judgemark v4 83.4 #4 of 40 Official leaderboard
Extended NYT Connections 94% #11 of 103 Official leaderboard
SimpleQA Verified 73.2% #6 of 56 Official leaderboard
FACTS Parametric 78.7% #5 of 45 Official leaderboard
Global MMLU Lite 94.9% #6 of 43 Official leaderboard
DesignArena ASCII Art 1,268 #14 of 77 Official leaderboard
Antidote 1,075 #7 of 36 Official leaderboard
Creative Writing v3 76.1 #29 of 120 Official leaderboard
Continual Learning Exam 33.7% #3 of 11 Official leaderboard
Document Arena 1,468 #17 of 39 Official leaderboard
HLE Extended 31.6% #16 of 31 Official leaderboard
BullshitBench V2 35% #72 of 129 Official leaderboard
FACTS Search V2 80.9% #12 of 21 Official leaderboard
BullshitBench 23.6% #65 of 107 Official leaderboard
Lech Mazur Creative Writing -0.76 #33 of 50 Official leaderboard
AA-LCR Extended 48.9% #36 of 49 Official leaderboard
HLE-Verified 53.6% #3 of 4 Lab model card

Math and science

BenchmarkScoreRankSource
GPQA Diamond 94.8% #7 of 229 Epoch AI run
DTBench 96.8% #12 of 180 Official leaderboard
ForecastBench 0.12 #7 of 82 Official leaderboard
ARC-AGI-2 84.6% #16 of 98 Official leaderboard
OTIS Mock AIME 2024-2025 97.2% #40 of 212 Epoch AI run
ARC-AGI 95.5% #18 of 95 Official leaderboard
Human Behavior Bench 79.7 #3 of 11 Official leaderboard
FrontierMath Tiers 1-3 v2 71.6% #27 of 86 Official leaderboard
BioMysteryBench 87.1% #4 of 10 Lab model card
FrontierMath Tier 4 v2 36.6% #28 of 68 Official leaderboard
ProofBench v1.1 58% #26 of 52 Official leaderboard
LatchBio Capabilities v1.0 40.8% #17 of 27 Official leaderboard
xbench-ScienceQA 70.2% #20 of 29 Official leaderboard
Verifying the Verifiers (Project APE CRED benchmark) 74% #16 of 23 Official leaderboard
scBench (LatchBio SingleCellBench) 50.4% #20 of 26 Official leaderboard
FrontierChallenge 10.3% #9 of 11 Official leaderboard
Terminal-Bench-Science 5.71% #15 of 17 Official leaderboard
LABBench2 82.1% #3 of 3 Lab model card

Coding

BenchmarkScoreRankSource
DesignArena Data Visualization 1,310 #13 of 118 Official leaderboard
DesignArena Website 1,296 #20 of 151 Official leaderboard
DesignArena Game Dev 1,313 #21 of 143 Official leaderboard
DesignArena SVG 1,280 #17 of 103 Official leaderboard
DesignArena Code 1,299 #24 of 143 Official leaderboard
DesignArena Android (Kotlin) 1,233 #8 of 46 Official leaderboard
DesignArena 3D Design 1,291 #28 of 136 Official leaderboard
WebDev Arena 1,587 #22 of 105 arena.ai, via Epoch AI
DesignArena React Native 1,228 #12 of 56 Official leaderboard
DesignArena UI Component 1,288 #30 of 139 Official leaderboard
ALE-Bench 1,876 #28 of 126 Official leaderboard
DesignArena Video to Website 1,213 #5 of 19 Official leaderboard
Image-to-WebDev Arena 1,600 #15 of 55 Official leaderboard
Code Arena 1,588 #35 of 128 Official leaderboard
DesignArena Image to HTML 1,227 #15 of 51 Official leaderboard
DesignArena Agentic Game Dev 1,182 #8 of 27 Official leaderboard
IOI v2 (Vals) 67.8% #15 of 45 Official leaderboard
DesignArena Godot Game Dev 1,239 #8 of 24 Official leaderboard
DesignArena Agentic Overall 1,216 #25 of 74 Official leaderboard
DesignArena Frontend Web App 1,210 #22 of 53 Official leaderboard
Vibe Code Bench 70.4% #50 of 120 Official leaderboard
DesignArena Full Stack 1,188 #21 of 49 Official leaderboard
DeepSWE 65.5% #12 of 28 Official leaderboard
APEX-SWE 42% #30 of 65 Official leaderboard
ProgramBench almost solved 5.50% #12 of 25 Official leaderboard
ProgramBench tests passed 61.2% #12 of 25 Official leaderboard
Code Migration 34.8% #38 of 78 Official leaderboard
Vision2Web 76.5% #5 of 10 Official leaderboard
MirrorCode 41.1% #23 of 39 Epoch AI run
FrontierSWE 20.3% #18 of 25 Official leaderboard
SWE-bench Verified Extended 30% #34 of 44 Official leaderboard
Vals RSI Index 0.18 #22 of 27 Official leaderboard
FrontierCS 1.1 48.0 #5 of 6 Official leaderboard
FrontierCode 1.1 43.6% #11 of 13 Lab model card
Senior SWE-Bench 14.7% #21 of 23 Official leaderboard
SWE-Marathon v1.1 22.5% #19 of 20 Official leaderboard
ProgramBench 0% #25 of 25 Official leaderboard
RSI-Exam 30.9% #18 of 18 Official leaderboard
Android Bench 2.0 7.30% #17 of 17 Official leaderboard
Google RE-Bench (GRB) 27% #1 of 1 Lab model card

Agents and tools

BenchmarkScoreRankSource
Chess Puzzles 66% #7 of 93 Epoch AI run
Game Arena Coin Game 484 #3 of 39 Official leaderboard
GameHorizon 76.7 #3 of 37 Official leaderboard
Game Arena Chess 1,397 #4 of 42 Official leaderboard
LLM Chess 1,107 #19 of 123 Official leaderboard
BabaIsBench 100% #5 of 32 Official leaderboard
RuneBench 5.96 #12 of 76 Official leaderboard
Terminal-Bench 2.1 Extended 44.4% #7 of 44 Official leaderboard
Game Arena Reversi 818 #7 of 39 Official leaderboard
AutomationBench 30.4% #9 of 42 Official leaderboard
Game Arena Four in a Row 552 #11 of 43 Official leaderboard
Game Arena Poker 6.46 #8 of 31 Official leaderboard
Terminal-Bench 2.1 85.8% #15 of 56 Lab model card
Mystery Game Puzzles 37% #23 of 84 Epoch AI run
Game Arena Word Association 329 #11 of 40 Official leaderboard
Kaggle Game Arena 371 #13 of 42 Official leaderboard
Game Arena Checkers 1,075 #13 of 41 Official leaderboard
Game Arena Bargaining 214 #13 of 39 Official leaderboard
Game Arena Word Art 1,072 #13 of 39 Official leaderboard
Game Arena Clobber 390 #14 of 39 Official leaderboard
Game Arena Dark Hex 292 #15 of 41 Official leaderboard
Game Arena Nine Men's Morris 711 #16 of 39 Official leaderboard
CLASHarness 21.5% #6 of 14 Official leaderboard
Game Arena Go 1,006 #17 of 39 Official leaderboard
BrowseComp Extended 25.5% #21 of 42 Official leaderboard
Game Arena Dots and Boxes 901 #20 of 40 Official leaderboard
TraceTrial-Bench 74.5% #5 of 9 Official leaderboard
Game Arena Lines of Action 351 #22 of 39 Official leaderboard
Game Arena Ultimate Tic-Tac-Toe 267 #22 of 39 Official leaderboard
Agent Arena -2.20% #36 of 56 Official leaderboard
ApprenticeBench 16% #12 of 18 Official leaderboard
Learn2Play Bench 58.3 #8 of 11 Official leaderboard
OSWorld 2.0 47.9% #15 of 19 Lab model card
Terminal-Bench 4.1 12.4% #35 of 43 Official leaderboard
Terminal-Bench 4.0 11.2% #33 of 40 Official leaderboard
RecreationBench 21.1% #9 of 10 Official leaderboard
Terminal-Bench 3.0 14.9% #6 of 6 Lab model card

Professional work

BenchmarkScoreRankSource
LegalBench 87.3% #6 of 138 Official leaderboard
Vals Finance Agent v2 59% #7 of 80 Official leaderboard
MedCode 53.4% #9 of 96 Official leaderboard
ProfBench 57.5% #8 of 72 Official leaderboard
TRLawBench 9.61 #4 of 34 Official leaderboard
APEX-Agents 1.1 79.4% #8 of 65 Official leaderboard
APEX-Agents 67.8% #9 of 61 Collected by Epoch AI, source not named
Excel Modeling Benchmark 71.3% #13 of 76 Official leaderboard
MedXpertQA MM Extended 62.7% #9 of 41 Official leaderboard
TaxEval v2 74.7% #32 of 129 Official leaderboard
Vals Index v2 59.3% #18 of 65 Official leaderboard
APEX-1 67% #21 of 71 Official leaderboard
Harvey LAB (Legal Agent Benchmark) 8.75% #25 of 80 Official leaderboard
EnterpriseBench: CoreCraft 55.9% #16 of 51 Official leaderboard
MortgageTax 66.7% #30 of 87 Official leaderboard
MedScribe 83.9% #38 of 97 Official leaderboard
Tuesday Work Index 47.9 #23 of 44 Official leaderboard
PolicyBench 82.7% #27 of 50 Official leaderboard
Legal Research Bench 34.6% #51 of 93 Official leaderboard
Vals Index v2.1 51.3% #27 of 49 Official leaderboard
DesignArena Spreadsheet 1,121 #20 of 35 Official leaderboard
EngiWorld 26.1% #4 of 7 Official leaderboard
Remote Labor Index 5.00% #11 of 19 Official leaderboard
GDPval Extended 0.90% #25 of 43 Official leaderboard
APEX-Accounting 57.2% #29 of 49 Official leaderboard
GDPval-AA v2 1,525 #16 of 27 Lab model card
Tax Agent Bench 22.8% #50 of 84 Official leaderboard
DAYJOB: Finance 5.30% #24 of 39 Official leaderboard
DAYJOB: Healthcare 2.40% #23 of 37 Official leaderboard
DesignArena PDF 1,163 #24 of 37 Official leaderboard
TaxCalcBench v2 26% #22 of 32 Official leaderboard
$OneMillion-Bench 22.5% #9 of 13 Official leaderboard
LifeSci Diamond 1.80% #13 of 18 Official leaderboard
ATLAS-Finance 3.33% #8 of 11 Official leaderboard
ATLAS-Finance v1.1.0 3.33% #8 of 11 Official leaderboard
Agents' Last Exam 26.3% #19 of 26 Lab model card
DesignArena Python-PPTX Slides 1,065 #32 of 36 Official leaderboard
Harvey LAB-AA v1.0 90.7% #2 of 2 Lab model card

Vision, audio and robotics

BenchmarkScoreRankSource
1H-VideoQA 89.1% #1 of 20 Official leaderboard
Vision Arena 1,294 #7 of 136 Official leaderboard
LVBench 85.4% #3 of 31 Lab model card
CharXiv 88.7% #13 of 75 Lab model card
Chartography 40.4% #8 of 43 Official leaderboard
MMAU-Pro 70.4% #2 of 10 Official leaderboard
ParseBench 70.4% #9 of 44 Official leaderboard
ZeroBench 30% #17 of 76 Official leaderboard
ClockBench 53.3% #9 of 37 Official leaderboard
Humanity's Sixth Sense 39.8% #10 of 34 Official leaderboard
MineBench 1,748 #23 of 75 Official leaderboard
VoxelBench 1,876 #18 of 56 Official leaderboard
DesignArena Code to Video 1,198 #10 of 29 Official leaderboard
GDP.pdf 34% #6 of 17 Lab model card
MMMU-Pro Extended 36.4% #14 of 38 Official leaderboard
vCX Benchmark 88.8% #16 of 42 Official leaderboard
GlobeBench 21.8% #9 of 19 Official leaderboard
CharXiv Extended 79.1% #21 of 38 Official leaderboard
Code2Video Benchmark 1,477 #12 of 19 Official leaderboard
Furniture Assembly Benchmark 26.7% #30 of 35 Official leaderboard
LADDER 42.8% #2 of 2 Official leaderboard

Safety and security

BenchmarkScoreRankSource
nocot-bench (NCRI) 126.1 #6 of 185 Official leaderboard
BioSecBench-Refusal 54.8% #3 of 22 Official leaderboard
World-Class Bio 58% #11 of 74 Official leaderboard
Human Pathogen Capabilities Test 64.7% #14 of 86 Official leaderboard
Molecular Biology Capabilities Test 55% #21 of 90 Official leaderboard
VCT-v2 48.6% #7 of 25 Official leaderboard
BioTIER Refuse 78.2% #20 of 69 Official leaderboard
Human Pathogen Capabilities Test v2 (HPCT v2) 63.6% #21 of 71 Official leaderboard
TxBench-Antibody-Discovery 50.7% #10 of 30 Official leaderboard
GDM Stealth 75% #2 of 6 Lab model card
GDM Situational Awareness 54.5% #3 of 8 Lab model card
TxBench-Oligo-Discovery 37.8% #13 of 30 Official leaderboard
SpatialBench-Long 29.8% #12 of 27 Official leaderboard
SRE-Bench 4.58% #16 of 35 Official leaderboard
scBench-Long 18.8% #13 of 27 Official leaderboard
CBRN Conversational Evals 1.80% #1 of 2 Lab model card
CBRN Science Eval 3.50% #1 of 2 Lab model card
PCT (Polarized Contrastive Pairs) 45.1% #24 of 46 Official leaderboard
TxBench-Preclinical-Pharmacology 55.3% #16 of 30 Official leaderboard
EpiBench 22% #15 of 27 Official leaderboard
BioTIER Permit 99.3% #40 of 69 Official leaderboard
MetagenomicsBench 31.7% #16 of 26 Official leaderboard
BioSecBench-Function 33.7% #17 of 27 Official leaderboard
VariantBench 31.4% #17 of 27 Official leaderboard
DistressBench 69% #27 of 42 Official leaderboard
BioSecBench-Surveillance 41.5% #18 of 27 Official leaderboard
OncologyBench 14.7% #21 of 30 Official leaderboard
SecIT Bench 65.1% #23 of 26 Official leaderboard
CyberBench v1.1 (Vals) 43.8% #39 of 44 Official leaderboard
Chem / Bio Dynamic Jailbreak Eval 39% #2 of 2 Lab model card
Cyber Adaptive Jailbreak Eval 24% #2 of 2 Lab model card
Cyber Conversational Evals 11.4% #2 of 2 Lab model card
Cyber Static Jailbreak Eval 50% #2 of 2 Lab model card
Gray Swan Bio Eval 15% #2 of 2 Lab model card
Gray Swan Cyber Eval 88% #2 of 2 Lab model card
Harmful manipulation propensity evaluation 21.3% #1 of 1 Lab model card

Other

BenchmarkScoreRankSource
CAIS Vision Capabilities Index 68.7 #8 of 53 Official leaderboard
ACCoRD 77.0 #24 of 152 Official leaderboard
CAIS Text Capabilities Index 49.3 #11 of 68 Official leaderboard
Conceptual Reasoning Index 64.6 #25 of 151 Official leaderboard
LMCA 50.4% #28 of 147 Official leaderboard
Xbench 41.5 #4 of 17 Official leaderboard
SAGE (Vals) 49.2% #23 of 81 Official leaderboard
CompassRank 80.5 #5 of 14 Official leaderboard
StudentBench 13.6 #5 of 11 Official leaderboard
CAIS Risk Index 51.1 #34 of 67 Official leaderboard
Artificial Analysis Intelligence Index v4.1 56.0 #5 of 8 Lab model card

Its lab's numbers put it at 159.1, in line with its ECI

The Self-Reported Index fits one score to the 11 capability results Google DeepMind reported for this model, on the scale of the Epoch Capabilities Index. Labs choose which benchmarks to show and how to run them, so read it as the lab's claim, not an independent measurement. The 90% interval runs from 155.6 to 162.5. How we compute it.

Its lab's numbers next to 3 leaderboards

Where the benchmark's own leaderboard, or Epoch AI's run, also has this model. Gaps mostly come from different harnesses, effort levels and task subsets. Every pair.

Benchmark Lab says Board says Gap What differs
DeepSWE 65.3% DeepSWE v1.1 65.5% Leaderboard, medium, mini-swe-agent −0.2 pts
AutomationBench 30.4% AutomationBench (Private set) 30.4% Leaderboard, high Same
Code Arena 1,588 Code Arena (Web development, Elo) 1,588 Leaderboard, high Same Google quotes an August Arena rating as an integer, while the board supplies a later rating with decimal precision.

Google DeepMind's models over time

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

50 100 150 2023 2024 2025 2026 2027 Gemini 4 Carbon Gemini 3.8 Flash Gemini 3.5 Flash-Lite Gemini 3 Pro Gemini 2.5 Flash Gemini 2.5 Flash-Lite Gemini 1.5 Pro 50 100 150 2023 2024 2025 2026 2027 Gemini 4 Carbon Gemini 3.8 Flash

Source: Epoch Capabilities Index, Epoch AI (CC BY 4.0)

Its launch post

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

Its system cards

Every result in the longer documents the lab published with it. 16 of them aren't in the launch post.

Bio and chem risk

AI R&D risk

Bio and chem risk