Model comparison

DeepSeek V4 Pro vs Nova 2.0 Pro Preview

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 33.4 on the Noometry Index.

Last verified . 2 shared benchmarks.

DeepSeek V4 Pro DeepSeek

54.3

Rank #31 Confirmed

Nova 2.0 Pro Preview Amazon

33.4

Rank #244 Reported

Summary

  • They share 2 benchmarks with published results for both. DeepSeek V4 Pro scores higher in 3 categories and Nova 2.0 Pro Preview in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where DeepSeek V4 Pro leads 56.5 to 22.4.
  • The biggest single-benchmark swing is CritPt: 18% for DeepSeek V4 Pro and 0% for Nova 2.0 Pro Preview.
  • DeepSeek V4 Pro has downloadable open weights; the other is API-only.

Side by side

DeepSeek V4 Pro and Nova 2.0 Pro Preview specifications
DeepSeek V4 ProNova 2.0 Pro Preview
ProviderDeepSeekAmazon
Noometry Index54.333.4
Released2026-04-242025-12-02
WeightsOpenProprietary
Context window1M—
Max output393K—
Input $ / M tokens$0.66—
Output $ / M tokens$1.98—
Results tracked483

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Category by category

Coding DeepSeek V4 Pro leads

DeepSeek V4 Pro: 52.4 (#34), Nova 2.0 Pro Preview: 40.8 (#133)

Coding benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
SciCode51%42.7%
SWE-bench Verified77.6%—
FrontierCode28.6%—
LMArena WebDev1582—
WeirdML66.2%—
LMArena Coding1470—
ALE-Bench1,403—

Agentic & Tool Use DeepSeek V4 Pro leads

DeepSeek V4 Pro: 32.8 (#58), Nova 2.0 Pro Preview: 21.9 (#136)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
APEX-Agents47.3%—
GDP.pdf—2%
Vending-Bench 23,285—

Reasoning DeepSeek V4 Pro leads

DeepSeek V4 Pro: 56.5 (#24), Nova 2.0 Pro Preview: 22.4 (#194)

Reasoning benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
CritPt18%0%
ARC-AGI-261.3%—
Kagi LLM Benchmark53.5%—
NYT Connections (extended)91.3%—
ARC-AGI-190.5%—
Chess Puzzles47%—
LMArena Hard Prompts1461—
Mystery Game Puzzles43%—
DTBench93.9%—
LMCA45.5%—
Surface Evolver Bench40%—
Epoch Capabilities Index155.31—
ForecastBench56.1—

Math Not comparable

DeepSeek V4 Pro: 64.8 (#30), Nova 2.0 Pro Preview: —

Math benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
FrontierMath (Tiers 1-3)64.6%—
FrontierMath Tier 426.8%—
MathArena Final-Answer Competitions76.6%—
OTIS Mock AIME 2024-202598.6%—
ProofBench50%—
LMArena Math1455—

Knowledge Not comparable

DeepSeek V4 Pro: 59.5 (#31), Nova 2.0 Pro Preview: —

Knowledge benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
GPQA Diamond91.7%—
SimpleQA Verified52.9%—
Vectara Hallucination Rate8.6%—
LMArena Expert1464—

Multilingual Not comparable

DeepSeek V4 Pro: 54.4 (#45), Nova 2.0 Pro Preview: —

Multilingual benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
LMArena Non-English1439—
LMArena Chinese1486—
LMArena French1472—
LMArena German1458—
LMArena Japanese1445—
LMArena Korean1447—
LMArena Russian1453—
LMArena Spanish1458—

Instruction Following Not comparable

DeepSeek V4 Pro: 76.1 (#47), Nova 2.0 Pro Preview: —

Instruction Following benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
LMArena Instruction Following1448—

Long Context Not comparable

DeepSeek V4 Pro: 45.0 (#51), Nova 2.0 Pro Preview: —

Long Context benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
CL-bench Life13.5%—
LMArena Longer Query1458—

Writing & Preference Not comparable

DeepSeek V4 Pro: 65.5 (#46), Nova 2.0 Pro Preview: —

Writing & Preference benchmarks
BenchmarkDeepSeek V4 ProNova 2.0 Pro Preview
LMArena Text1451—
LMArena Creative Writing1446—
EQ-Bench Creative Writing1553—
EQ-Bench 41166—
LMArena Multi-Turn1467—

Frequently asked questions

Is DeepSeek V4 Pro better than Nova 2.0 Pro Preview?

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 33.4 on the Noometry Index.

Is DeepSeek V4 Pro or Nova 2.0 Pro Preview better for coding?

DeepSeek V4 Pro scores higher on coding benchmarks: 52.4 versus 40.8 in the Noometry coding category.

How many benchmarks do DeepSeek V4 Pro and Nova 2.0 Pro Preview share?

2 benchmarks have published results for both models. DeepSeek V4 Pro has 48 scored results on Noometry and Nova 2.0 Pro Preview has 3.

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