Model comparison

Claude Sonnet 4.6 vs DeepSeek-V2 (MoE-236B, May 2024)

Claude Sonnet 4.6 has enough public results to be ranked (#42); DeepSeek-V2 (MoE-236B, May 2024) does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

Summary

  • They share 1 benchmark with published results for both. Claude Sonnet 4.6 scores higher in 1 category and DeepSeek-V2 (MoE-236B, May 2024) in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in coding, where Claude Sonnet 4.6 leads 46.0 to 39.8.
  • DeepSeek-V2 (MoE-236B, May 2024) has downloadable open weights; the other is API-only.

Side by side

Claude Sonnet 4.6 and DeepSeek-V2 (MoE-236B, May 2024) specifications
Claude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
ProviderAnthropicDeepSeek
Noometry Index50.139.7
Released2026-02-172024-05-07
WeightsProprietaryOpen
Context window1M—
Max output128K—
Input $ / M tokens$3—
Output $ / M tokens$15—
Results tracked5710

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Category by category

Coding Claude Sonnet 4.6 leads

Claude Sonnet 4.6: 46.0 (#62), DeepSeek-V2 (MoE-236B, May 2024): 39.8 (#141)

Coding benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
SWE-bench Verified75.2%—
DeepSWE29.9%—
FrontierCode24.3%—
LMArena WebDev1521—
SciCode46.8%—
WeirdML66.1%—
BigCodeBench Instruct—48.9%
LMArena Coding1504—
BigCodeBench Complete—59.4%
ALE-Bench1,327—

Agentic & Tool Use Not comparable

Claude Sonnet 4.6: 39.1 (#26), DeepSeek-V2 (MoE-236B, May 2024): —

Agentic & Tool Use benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
Terminal-Bench53.4%—
APEX-Agents43%—
OSWorld 2.09.3%—
DeepResearch Bench54.9%—
OSWorld72.1%—
ExploitBench23.6%—
GBAEval48.8%—
GDP.pdf18%—
LMArena Search1221—
Vending-Bench 27,204—

Reasoning Not comparable

Claude Sonnet 4.6: 46.1 (#40), DeepSeek-V2 (MoE-236B, May 2024): —

Reasoning benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
Epoch Capabilities Index152.25124.78
ARC-AGI-260.4%—
NYT Connections (extended)80.9%—
ARC-AGI-186.5%—
CritPt3.1%—
Chess Puzzles13%—
Thematic Generalization76.3%—
LMArena Hard Prompts1485—
Mystery Game Puzzles16%—
DTBench89.9%—
LMCA46.5%—
BIG-Bench Hard—78.8%
ForecastBench62—
HellaSwag—87.1%
PIQA—83.9%
WinoGrande—86.3%

Math Not comparable

Claude Sonnet 4.6: 51.9 (#41), DeepSeek-V2 (MoE-236B, May 2024): —

Math benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
OTIS Mock AIME 2024-202585.8%—
ProofBench45%—
LMArena Math1463—
FrontierMath (Feb 2025 set)32.4%—
FrontierMath Tier 4 (v1)8.3%—

Knowledge Not comparable

Claude Sonnet 4.6: 51.6 (#60), DeepSeek-V2 (MoE-236B, May 2024): —

Knowledge benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
GPQA Diamond87.4%—
SimpleQA Verified35.5%—
Vectara Hallucination Rate10.6%—
LMArena Expert1500—
ARC (AI2) Challenge—92.2%
MMLU—78.4%
TriviaQA—80%

Multimodal Not comparable

Claude Sonnet 4.6: 38.0 (#61), DeepSeek-V2 (MoE-236B, May 2024): —

Multimodal benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
LMArena Vision1283—
Blueprint-Bench 26.7%—
LMArena Document1482—

Multilingual Not comparable

Claude Sonnet 4.6: 54.6 (#39), DeepSeek-V2 (MoE-236B, May 2024): —

Multilingual benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
LMArena Non-English1440—
LMArena Chinese1491—
LMArena French1465—
LMArena German1428—
LMArena Japanese1419—
LMArena Korean1411—
LMArena Russian1440—
LMArena Spanish1465—

Instruction Following Not comparable

Claude Sonnet 4.6: 77.6 (#23), DeepSeek-V2 (MoE-236B, May 2024): —

Instruction Following benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
LMArena Instruction Following1476—

Long Context Not comparable

Claude Sonnet 4.6: 45.3 (#40), DeepSeek-V2 (MoE-236B, May 2024): —

Long Context benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
LMArena Longer Query1479—

Writing & Preference Not comparable

Claude Sonnet 4.6: 70.4 (#22), DeepSeek-V2 (MoE-236B, May 2024): —

Writing & Preference benchmarks
BenchmarkClaude Sonnet 4.6DeepSeek-V2 (MoE-236B, May 2024)
LMArena Text1458—
LMArena Creative Writing1435—
EQ-Bench Creative Writing1810—
EQ-Bench 41207—
LMArena Multi-Turn1464—

Frequently asked questions

Is Claude Sonnet 4.6 better than DeepSeek-V2 (MoE-236B, May 2024)?

Claude Sonnet 4.6 has enough public results to be ranked (#42); DeepSeek-V2 (MoE-236B, May 2024) does not yet, so treat this comparison as directional.

Is Claude Sonnet 4.6 or DeepSeek-V2 (MoE-236B, May 2024) better for coding?

Claude Sonnet 4.6 scores higher on coding benchmarks: 46.0 versus 39.8 in the Noometry coding category.

How many benchmarks do Claude Sonnet 4.6 and DeepSeek-V2 (MoE-236B, May 2024) share?

1 benchmark has published results for both models. Claude Sonnet 4.6 has 57 scored results on Noometry and DeepSeek-V2 (MoE-236B, May 2024) has 10.

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