Model comparison

DeepSeek V4 Pro vs QwQ-32B

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 39.8 on the Noometry Index.

Last verified . 23 shared benchmarks.

DeepSeek V4 Pro DeepSeek

54.3

Rank #31 Confirmed

QwQ-32B Alibaba (Qwen)

39.8

Rank #159 Confirmed

Summary

  • They share 23 benchmarks with published results for both. DeepSeek V4 Pro scores higher in 7 categories and QwQ-32B in 1 category; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where DeepSeek V4 Pro leads 56.5 to 23.7.
  • The biggest single-benchmark swing is Chess Puzzles: 47% for DeepSeek V4 Pro and 5% for QwQ-32B.

Side by side

DeepSeek V4 Pro and QwQ-32B specifications
DeepSeek V4 ProQwQ-32B
ProviderDeepSeekAlibaba (Qwen)
Noometry Index54.339.8
Released2026-04-242024-11-28
WeightsOpenOpen
Context window1M—
Max output393K—
Input $ / M tokens$0.66—
Output $ / M tokens$1.98—
Results tracked4836

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Category by category

Coding DeepSeek V4 Pro leads

DeepSeek V4 Pro: 52.4 (#34), QwQ-32B: 35.4 (#226)

Coding benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
LMArena Coding14701333
SWE-bench Verified77.6%—
FrontierCode28.6%—
Aider Polyglot—20.9%
LMArena WebDev1582—
SciCode51%—
WeirdML66.2%—
BigCodeBench Instruct—44.6%
LiveBench Coding—72.2%
BigCodeBench Complete—54.4%
ALE-Bench1,403—

Agentic & Tool Use Not comparable

DeepSeek V4 Pro: 32.8 (#58), QwQ-32B: —

Agentic & Tool Use benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
APEX-Agents47.3%—
Vending-Bench 23,285—

Reasoning DeepSeek V4 Pro leads

DeepSeek V4 Pro: 56.5 (#24), QwQ-32B: 23.7 (#174)

Reasoning benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
Chess Puzzles47%5%
LMArena Hard Prompts14611325
Epoch Capabilities Index155.31137.6
ForecastBench56.158.3
ARC-AGI-261.3%—
Kagi LLM Benchmark53.5%—
NYT Connections (extended)91.3%—
ARC-AGI-190.5%—
CritPt18%—
LiveBench Reasoning—83.5%
Mystery Game Puzzles43%—
DTBench93.9%—
LiveBench Data Analysis—65%
LMCA45.5%—
Surface Evolver Bench40%—
LiveBench—72%

Math DeepSeek V4 Pro leads

DeepSeek V4 Pro: 64.8 (#30), QwQ-32B: 38.0 (#143)

Math benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
OTIS Mock AIME 2024-202598.6%59.2%
LMArena Math14551359
FrontierMath (Tiers 1-3)64.6%—
FrontierMath Tier 426.8%—
MathArena Final-Answer Competitions76.6%—
ProofBench50%—
LiveBench Math—77.8%

Knowledge DeepSeek V4 Pro leads

DeepSeek V4 Pro: 59.5 (#31), QwQ-32B: 37.2 (#158)

Knowledge benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
GPQA Diamond91.7%65.3%
LMArena Expert14641324
SimpleQA Verified52.9%—
Confabulations—15.6%
Vectara Hallucination Rate8.6%—

Multilingual DeepSeek V4 Pro leads

DeepSeek V4 Pro: 54.4 (#45), QwQ-32B: 44.8 (#176)

Multilingual benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
LMArena Non-English14391305
LMArena Chinese14861378
LMArena French14721336
LMArena German14581313
LMArena Japanese14451262
LMArena Korean14471279
LMArena Russian14531297
LMArena Spanish14581354

Instruction Following DeepSeek V4 Pro leads

DeepSeek V4 Pro: 76.1 (#47), QwQ-32B: 72.6 (#137)

Instruction Following benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
LMArena Instruction Following14481297
LiveBench Instruction Following—81.8%

Long Context QwQ-32B leads

DeepSeek V4 Pro: 45.0 (#51), QwQ-32B: 49.0 (#11)

Long Context benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
LMArena Longer Query14581308
Fiction.LiveBench—83.3%
CL-bench Life13.5%—

Writing & Preference DeepSeek V4 Pro leads

DeepSeek V4 Pro: 65.5 (#46), QwQ-32B: 50.6 (#180)

Writing & Preference benchmarks
BenchmarkDeepSeek V4 ProQwQ-32B
LMArena Text14511329
LMArena Creative Writing14461288
EQ-Bench Creative Writing15531257
LMArena Multi-Turn14671314
Short-Story Creative Writing—80.2%
EQ-Bench 41166—
LiveBench Language—51.4%

Frequently asked questions

Is DeepSeek V4 Pro better than QwQ-32B?

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 39.8 on the Noometry Index.

Is DeepSeek V4 Pro or QwQ-32B better for coding?

DeepSeek V4 Pro scores higher on coding benchmarks: 52.4 versus 35.4 in the Noometry coding category.

How many benchmarks do DeepSeek V4 Pro and QwQ-32B share?

23 benchmarks have published results for both models. DeepSeek V4 Pro has 48 scored results on Noometry and QwQ-32B has 36.

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