DeepSeek V3

DeepSeek V3 is a non-reasoning model from DeepSeek in the DeepSeek family. 24 benchmarks count toward its score, in 6 categories.

availableShows if the model has enough results for an index.
IndexOverall score out of 100.32.6 ±4.8
CoverageShare of the index weight with results.85%
SpeedOutput tokens per second.
Input / 1MUS dollars per 1M input tokens.$0.27
Output / 1MUS dollars per 1M output tokens.$1.1
ContextMaximum tokens in one request.128K
EloLMArena rating and rank.1332 (#209)

The index is a score out of 100. The ± range shows how much it can change.

21,770 votes. Elo shows what people prefer. It does not change the score.

CapabilitiesScore per category, out of 100.

Out of 100
AgenticMulti-step tasks with tools.
29.5
CodingCode writing and repair.
37.2
ReasoningLogic problems and puzzles.
33.5
MultimodalTasks with images and text.
N/A
KnowledgeFacts and expert knowledge.
34.2
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
30.6
MathMath problems.
31.4

Results

24 counted
BenchmarkThe test name.CategoryThe capability that the test measures.ResultThe score from the publisher.IndexThis result as a score out of 100.RunThe settings of the run.DateDate of the result.Published byThe source of the result.
MGSMMultilingual91.9%9 Jan 2026Vals AI
MGSMMultilingual91.7%9 Jan 2026Vals AI
MATH 500Math88.6%40.89 Jan 2026Vals AI
Instruction-Following EvalInstruction86.1%36.8Jeffrey Zhou et al.
MATH 500Math84.5%36.29 Jan 2026Vals AI
MMLU ProKnowledge79.5%45.71 Sept 2026Vals AI
MMLU ProKnowledge76.6%41.31 Sept 2026Vals AI
Massive Multitask Language Understanding ProfessionalKnowledge75.9%40.1Yubo Wang et al.
LiveCodeBenchCoding65.5%43.91 Sept 2026Vals AI
LiveCodeBenchCoding65.5%43.91 Sept 2026Vals AI
MATH level 5Math64.9%30.5Epoch AI
GPQA DiamondKnowledge61.6%35.11 Sept 2026Vals AI
Graduate-Level Google-Proof Q&AKnowledge59.1%32.8David Rein et al.
GPQA DiamondKnowledge58.1%31.91 Sept 2026Vals AI
GPQA diamondKnowledge56.5%30.4Epoch AI
Artificial Analysis GPQA DiamondKnowledge55.7%25.6Artificial Analysis
AIMEMath52.2%38.116 Apr 2026Vals AI
Software Engineering Benchmark VerifiedCoding42.0%31.2Carlos E. Jimenez et al.
SWE-bench VerifiedCoding42.0%31.2SWE-Exp1 Sept 2026SWE-bench team
AIMEMath39.9%32.316 Apr 2026Vals AI
LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for CodeCoding37.6%18.5Naman Jain et al.
SWE-bench LiteCoding36.7%34.5KGCompass11 Sept 2025SWE-bench team
Artificial Analysis SciCodeCoding35.8%42.6Artificial Analysis
Artificial Analysis IFBenchInstruction34.8%24.4Artificial Analysis
SWE-bench LiteCoding30.7%29.4Moatless Tools11 Sept 2025SWE-bench team
SWE-bench LiteCoding30.7%29.4Moatless Tools11 Sept 2025SWE-bench team
Artificial Analysis Long Context ReasoningReasoning29.3%28.5Artificial Analysis
Artificial Analysis Omniscience AccuracyKnowledge25.5%45.4Artificial Analysis
Artificial Analysis Coding IndexCoding23.0%35.2Artificial Analysis
τ²-Bench Tool-Agent-User EvaluationAgentic22.8%15.2Victor Barres et al.
OTIS Mock AIME 2024-2025Math15.8%20.5Epoch AI
Artificial Analysis Intelligence IndexKnowledge8.5%33.0Artificial Analysis
Artificial Analysis Humanity's Last ExamKnowledge2.9%27.7Artificial Analysis
FrontierMath-2025-02-28-PrivateMath1.7%32.2Epoch AI
IOI v1Coding1.7%40.99 Aug 2026Vals AI
IOI v1Coding1.7%40.99 Aug 2026Vals AI
Artificial Analysis Agentic IndexAgentic0.8%37.8Artificial Analysis
GDPval-AA normalizedAgentic0.0%35.6Artificial Analysis
Critical Physics TasksReasoning0.0%38.4Artificial Analysis

24 benchmarks count, from 37 of 39 results. A grey row does not count. Too few models took that benchmark.

Sources

BenchLM benchmark aggregationUsed with attribution; per-benchmark results credited to their original authorsVals AI, collected directlyNo licence stated. Read from the public leaderboard and credited to Vals AIEpoch AI, collected directlyCC BY — free to use and redistribute with attributionSWE-bench team, collected directlyNo licence stated. The repository publishes submission records for reproducibility and transparency and asks that SWE-bench be cited

Same level, lower price

Qwen3.8-Flash-Next66.4 · Freedots3-note Preview65.5 · FreeApodex 1.1 Mini59.1 · Free

More from DeepSeek

DeepSeek V4.1 Flash70.6DeepSeek V4 Pro 081368.8DeepSeek V4 Flash 073164.6DeepSeek V4 Pro 042362.4DeepSeek V4 Flash 042363.0