Benchmark Almanac

DeepSeek V4.1 Flash

DeepSeek V4.1 Flash ranks first on 4 of the 153 benchmarks it has scores on.

DeepSeek Released 9 Sep 2026 Family DeepSeek-V4.1 The lab's model card
155
Benchmarks with a score
4
Ranked first, out of five or more models
11
In the top three
DeepSeek Sep 2026

DeepSeek V4.1 Flash

Open weights Mid-size

156.1 #34 of 271
Epoch Capabilities Index
  • MMMU-Pro 56.5% #61 /72
  • NL2Repo-Bench 65.4% #2 /28
  • LongBench v2 45.2% #24 /27

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
Vectara Hallucination Leaderboard (2025 dataset) 4.20% #5 of 104 Official leaderboard
Humanity's Last Exam 63.9% #8 of 147 Model card
LMArena (Elo) 1,476 #30 of 333 Official leaderboard
AGIEval 83.4% #4 of 35 Model card
C-Eval 92.1% #5 of 38 Model card
Wer wird Millionär? LLM Benchmark 175000.0 #14 of 76 Official leaderboard
Longform Creative Writing (EQ-Bench) 74.0 #29 of 119 Official leaderboard
Extended NYT Connections 89.6% #24 of 97 Official leaderboard
DROP 87.9% #11 of 40 Model card
BullshitBench V2 57% #36 of 122 Official leaderboard
BIG-Bench Hard 86.1% #22 of 71 Model card
BullshitBench 41.8% #34 of 107 Official leaderboard
HellaSwag 87.2% #15 of 47 Model card
SimpleQA Verified 42.3% #21 of 56 Official leaderboard
Creative Writing v3 70.3 #53 of 120 Official leaderboard
MGSM 80.2% #30 of 52 Model card
BIG-Bench Extra Hard 27.2% #7 of 11 Model card
MMLU-Pro 74.1% #104 of 151 Model card
SuperGPQA 53.1% #23 of 26 Model card
LongBench v2 45.2% #24 of 27 Model card
AI Detection Benchmark 65.4% #3 of 3 Official leaderboard
MultiLoKo 45.5% #2 of 2 Model card

Math and science

BenchmarkScoreRankSource
AIME 2026 100% #1 of 34 Model card
OTIS Mock AIME 2024-2025 98.3% #27 of 202 Epoch AI
GPQA Diamond 89.8% #45 of 219 Epoch AI
ARC-AGI 94.5% #21 of 92 Official leaderboard
SimpleBench 66.7% #23 of 100 Official leaderboard
ARC-AGI-2 72.9% #22 of 95 Official leaderboard
xbench-ScienceQA 72.6% #8 of 29 Official leaderboard
DTBench 83.1% #52 of 178 Official leaderboard
GSM8K 93% #26 of 87 Model card
CritPt 14.3% #48 of 160 Epoch AI
ProofBench 54% #29 of 83 Epoch AI
FrontierMath Tiers 1-3 v2 67.4% #33 of 89 Epoch AI
Terminal-Bench-Science 15.7% #7 of 17 Official leaderboard
Prophet Arena 85.4 #8 of 18 Official leaderboard
MathArena (Apex, IMO, USAMO) 65.6% #6 of 13 Model card
BrokenArXiv 49.6% #3 of 6 Official leaderboard
LatchBio Capabilities v1.0 42.1% #14 of 27 Official leaderboard
ProofBench v1.1 54% #28 of 51 Official leaderboard
MATH 61.1% #52 of 93 Model card
FrontierMath Tier 4 v2 26.8% #42 of 71 Epoch AI
Surface Evolver Bench 46.3% #17 of 26 Epoch AI
MysteryMechanism 21.2% #23 of 29 Official leaderboard
ExplorationBench 59.5% #8 of 10 Official leaderboard
PaperBenchX 7.53% #8 of 10 Official leaderboard
ArXivMath 47.4% #5 of 6 Official leaderboard
ArXivLean 5.66% #6 of 7 Official leaderboard

Coding

BenchmarkScoreRankSource
Codeforces rating 3,471 #1 of 41 Model card
NL2Repo-Bench 65.4% #2 of 28 Model card
BigCodeBench 60.6% #1 of 11 Model card
Code Arena 1,665 #15 of 124 Official leaderboard
SWE-bench-Live 71% #2 of 13 Official leaderboard
DeepSWE 74.2% #8 of 51 Model card
Vibe Code Bench 84.7% #19 of 115 Official leaderboard
WebDev Arena 1,614 #18 of 105 Epoch AI
Code Migration 45.6% #17 of 78 Official leaderboard
Image-to-WebDev Arena 1,606 #13 of 55 Official leaderboard
Code Migration v1.1 58.9% #9 of 29 Official leaderboard
FrontierCode 43.9% #17 of 46 Epoch AI
ScarfBench 69% #4 of 10 Official leaderboard
ALE-Bench 1,092 #50 of 121 Epoch AI
HumanEval 79.4% #52 of 95 Model card
OpenDesign Arena 81.2 #11 of 19 Official leaderboard
Brokk Power Ranking 7.30 #12 of 19 Official leaderboard
Senior SWE-Bench 22.7% #15 of 23 Official leaderboard
Vibe Code Bench 1-100 16.4% #17 of 26 Official leaderboard
FrontierCS 2 14.6% #12 of 16 Official leaderboard
IOI v2 (Vals) 40.3% #35 of 45 Official leaderboard
WeirdML v3 5.95% #21 of 25 Official leaderboard
FrontierSWE 32.9% #8 of 9 Model card
ProgramBench 20.3% #18 of 20 Model card
ViBench 2.0 0% #9 of 9 Official leaderboard
RSI Bench 32.1 #8 of 8 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
Terminal-Bench 2.1 90.6% #3 of 53 Model card
AutomationBench 54.8% #5 of 41 Model card
LLM Chess 1,087 #20 of 124 Official leaderboard
Mystery Game Puzzles 43% #17 of 80 Epoch AI
Chess Puzzles 48% #21 of 83 Epoch AI
CivBench 1,537 #5 of 18 Official leaderboard
Agent Arena 0.03 #18 of 53 Official leaderboard
Terminal-Bench 3.0 30% #2 of 5 Model card
ARC-AGI-3 3.26% #10 of 24 Official leaderboard
Hermes Bench 70.7% #10 of 17 Official leaderboard
GAIA 41.2% #35 of 57 Official leaderboard
Terminal-Bench 4.0 31.2% #19 of 23 Model card

Professional work

BenchmarkScoreRankSource
Vals Finance Agent v2.1 65.4% #8 of 35 Official leaderboard
MedScribe 85.5% #26 of 98 Official leaderboard
BlenderWorld 65.7 #4 of 13 Official leaderboard
Legal Research Bench 41.4% #29 of 88 Official leaderboard
PolicyBench 86.3% #19 of 50 Official leaderboard
Agents' Last Exam 31.8% #10 of 25 Model card
LegalBench 83.3% #56 of 138 Official leaderboard
Harvey LAB (Legal Agent Benchmark) 6.67% #34 of 80 Official leaderboard
Vals Finance Agent v2 53.5% #34 of 80 Official leaderboard
RCM-Bench-1 89% #9 of 20 Official leaderboard
Public Benefits Bench 64.3% #23 of 50 Official leaderboard
Tax Agent Bench 26.6% #37 of 79 Official leaderboard
Vals Finance Index 57.1% #17 of 35 Official leaderboard
Excel Modeling Benchmark 57.2% #40 of 76 Official leaderboard
Physical-Engineering's Last Exam 0.23 #10 of 18 Official leaderboard
MedCode 41.2% #54 of 96 Official leaderboard
Thrive Holdings helpdesk ticket resolution benchmark 48.1% #9 of 15 Official leaderboard
Immigration Bench 65.6% #16 of 24 Official leaderboard
Excel Modeling Benchmark v1.1 67.8% #25 of 37 Official leaderboard
OR-License 69.7% #7 of 10 Official leaderboard
Legora BAR 100.0 #12 of 17 Official leaderboard
APEX-Agents 39.5% #44 of 56 Epoch AI
RWE-bench 0% #9 of 11 Official leaderboard
TaxCalcBench v2 4.00% #22 of 26 Official leaderboard
Holdings-IndividualTaxBench 69.9% #11 of 13 Official leaderboard
FoodTruck Bench $50,179 #9 of 10 Official leaderboard
Quant-Arena 36.5 #9 of 9 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
ZeroBench 49% #4 of 25 Model card
DocVQA 95.6% #6 of 33 Model card
BabyVision 89.6% #5 of 20 Model card
Vision Arena 1,261 #39 of 136 Official leaderboard
VoxelBench 1,858 #18 of 56 Official leaderboard
Chartography 78.9% #4 of 12 Model card
VibeVideoBench 3.91 #3 of 9 Official leaderboard
GDP.pdf 19.8% #23 of 39 Epoch AI
Furniture Assembly Benchmark 34.2% #23 of 35 Epoch AI
RoboColiseum 55.1% #6 of 9 Official leaderboard
MMMU-Pro 56.5% #61 of 72 Model card
CVBench 77.9% #11 of 11 Model card
DataCenterBench Tier 1 11.7% #9 of 9 Official leaderboard
Embodied First Exam 2.63% #7 of 7 Official leaderboard

Safety and security

BenchmarkScoreRankSource
CyberGym 99.4% #1 of 33 Official leaderboard
DistressBench 79.8% #5 of 42 Official leaderboard
BioSecBench-Surveillance 51.5% #5 of 27 Official leaderboard
CyberBench (Vals) 78.8% #5 of 26 Official leaderboard
CyberBench v1.1 (Vals) 73.7% #9 of 43 Official leaderboard
EpiBench 25.5% #10 of 27 Official leaderboard
ExploitGym 23.7% #7 of 18 Official leaderboard
BioSecBench-Function 40.8% #11 of 27 Official leaderboard
TxBench-Antibody-Discovery 39.7% #14 of 28 Official leaderboard
MetagenomicsBench 38% #14 of 26 Official leaderboard
TxBench-Oligo-Discovery 34.8% #16 of 28 Official leaderboard
scBench-Long 14.8% #17 of 27 Official leaderboard
SpatialBench-Long 26.2% #17 of 27 Official leaderboard
BioSecBench-Refusal 11.3% #14 of 22 Official leaderboard
TxBench-Preclinical-Pharmacology 46.7% #18 of 28 Official leaderboard
SEC-bench Pro 62.8% #7 of 10 Model card
OncologyBench 14.7% #22 of 30 Official leaderboard
VariantBench 31.1% #20 of 27 Official leaderboard
CWE-bench 55% #9 of 12 Official leaderboard
SRE-Bench 0.76% #27 of 33 Official leaderboard

Other

BenchmarkScoreRankSource
SuperCLUE 71.8 #2 of 18 Official leaderboard
LMCA 47% #33 of 139 Epoch AI
Conceptual Reasoning Index 58.4 #43 of 149 Official leaderboard
SAGE (Vals) 47.9% #29 of 81 Official leaderboard
ACCoRD 68.1 #56 of 150 Official leaderboard
SAGE v1.1 (Vals) 85.4% #16 of 28 Official leaderboard
Hermes Index 36.9 #11 of 17 Official leaderboard
Vals Science Index 29.6% #18 of 23 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. 4 of them aren't in the launch post.

Hallucination

Cyber risk