Model comparison

Qwen2.5-Coder-32B vs Sonar

Sonar is the stronger model overall, scoring 38.5 to 33.4 on the Noometry Index.

Last verified . 7 shared benchmarks.

Qwen2.5-Coder-32B Alibaba (Qwen)

33.4

Rank #245 Confirmed

Sonar Perplexity

38.5

Rank #187 Confirmed

Summary

  • They share 7 benchmarks with published results for both. Qwen2.5-Coder-32B scores higher in 1 category and Sonar in 4 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in coding, where Sonar leads 35.7 to 22.6.
  • The biggest single-benchmark swing is LiveBench Coding: 56.9% for Qwen2.5-Coder-32B and 35.1% for Sonar.
  • Qwen2.5-Coder-32B is cheaper at $0.66 / $1 per million input/output tokens, against $1 / $1 for Sonar.
  • Sonar accepts more context: 128K tokens versus 33K.
  • Qwen2.5-Coder-32B has downloadable open weights; the other is API-only.

Side by side

Qwen2.5-Coder-32B and Sonar specifications
Qwen2.5-Coder-32BSonar
ProviderAlibaba (Qwen)Perplexity
Noometry Index33.438.5
Released2024-09-182024-01-01
WeightsOpenProprietary
Context window33K128K
Max output29K4K
Input $ / M tokens$0.66$1
Output $ / M tokens$1$1
Results tracked317

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Category by category

Coding Sonar leads

Qwen2.5-Coder-32B: 22.6 (#333), Sonar: 35.7 (#221)

Coding benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LiveBench Coding56.9%35.1%
SWE-bench Verified (bash only)9%—
Aider Polyglot16.4%—
BigCodeBench Instruct49%—
LMArena Coding1276—
BigCodeBench Complete58%—
HumanEval+87.2%—
MBPP+77%—

Reasoning Too close to call

Qwen2.5-Coder-32B: 21.2 (#225), Sonar: 21.1 (#227)

Reasoning benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LiveBench Reasoning42.1%46.3%
LiveBench Data Analysis49.9%37.9%
LiveBench46.2%46.9%
LMArena Hard Prompts1251—
Epoch Capabilities Index119.49—
HellaSwag83%—
WinoGrande80.8%—

Math Too close to call

Qwen2.5-Coder-32B: 33.3 (#204), Sonar: 33.7 (#200)

Math benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LiveBench Math46.6%41.6%
LMArena Math1251—
GSM8K93%—

Knowledge Not comparable

Qwen2.5-Coder-32B: 33.4 (#203), Sonar: —

Knowledge benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LMArena Expert1221—
ARC (AI2) Challenge70.5%—
MMLU79.1%—

Multilingual Not comparable

Qwen2.5-Coder-32B: 37.8 (#235), Sonar: —

Multilingual benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LMArena Non-English1205—
LMArena Chinese1222—
LMArena Russian1228—

Instruction Following Sonar leads

Qwen2.5-Coder-32B: 61.4 (#245), Sonar: 71.4 (#150)

Instruction Following benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LiveBench Instruction Following58.7%76.2%
LMArena Instruction Following1223—

Long Context Not comparable

Qwen2.5-Coder-32B: 38.0 (#208), Sonar: —

Long Context benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LMArena Longer Query1251—

Writing & Preference Sonar leads

Qwen2.5-Coder-32B: 41.6 (#240), Sonar: 52.6 (#167)

Writing & Preference benchmarks
BenchmarkQwen2.5-Coder-32BSonar
LiveBench Language23.3%44.1%
LMArena Text1230—
LMArena Creative Writing1174—
LMArena Multi-Turn1222—

Frequently asked questions

Is Qwen2.5-Coder-32B better than Sonar?

Sonar is the stronger model overall, scoring 38.5 to 33.4 on the Noometry Index.

Which is cheaper, Qwen2.5-Coder-32B or Sonar?

Qwen2.5-Coder-32B is cheaper. It lists at $0.66 per million input tokens and $1 per million output tokens; Sonar lists at $1 and $1.

Is Qwen2.5-Coder-32B or Sonar better for coding?

Sonar scores higher on coding benchmarks: 35.7 versus 22.6 in the Noometry coding category.

Which has the bigger context window?

Sonar does, with 128K tokens against 33K.

How many benchmarks do Qwen2.5-Coder-32B and Sonar share?

7 benchmarks have published results for both models. Qwen2.5-Coder-32B has 31 scored results on Noometry and Sonar has 7.

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