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Qwen2.5 Coder 32B Instruct vs Solar Pro 3

Solar Pro 3 leads Qwen2.5 Coder 32B Instruct on the Artificial Analysis Intelligence Index, 7.8 to 6.7, and Solar Pro 3 costs 1.7x less per output token ($0.60 vs $1.00 per million). Updated October 21, 2026; 3 benchmarks have a result for both.

Qwen2.5 Coder 32B InstructQwen
Coding
No data
Overall
No data
Output $/M
$1.00
0
Solar Pro 3Upstage
Coding
No data
Overall
No data
Output $/M
$0.60
3
vs boards won of 3 shared

Qwen2.5 Coder 32B Instruct or Solar Pro 3: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Pick Qwen2.5 Coder 32B Instruct for work measured by AA Intelligence Index or GPQA Diamond (Artificial Analysis run), where it leads.

Shared results
3
Qwen2.5 Coder 32B Instruct only
32
Solar Pro 3 only
7
Like-for-like categories
2 of 9

Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Qwen2.5 Coder 32B Instruct not benchmarked, Solar Pro 3 not benchmarked.
Widest category
Reasoning, 18.7 points apart on average over 2 shared benchmarks.
Widest single gap
GPQA Diamond (Artificial Analysis run): Qwen2.5 Coder 32B Instruct 41.7% against Solar Pro 3 72.4%, 30.7 points apart on a 0 to 100 scale.
Output price
Qwen2.5 Coder 32B Instruct $1.00 against Solar Pro 3 $0.60 per million output tokens, 1.7x apart.
Context window
Qwen2.5 Coder 32B Instruct takes 33K tokens, Solar Pro 3 131K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

Boards won, where both have a result
CategoryQwen2.5 Coder 32B InstructBarsSolar Pro 3Ties
Intelligence01
Reasoning02
All shared boards03
CodingDirectional onlySix of these boards feed the Vibe Coding Index8 boards, none shared
Coding benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
Aider polyglot16.4%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
SWE-bench Verified47.0%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
AA Coding IndexNot measured16.2Only Solar Pro 3 measured
LiveCodeBench (Artificial Analysis run)29.5%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
SciCodeNot measured25.5%Only Solar Pro 3 measured
Terminal-Bench Hard (Artificial Analysis run)Not measured7.6%Only Solar Pro 3 measured
LMArena Text: coding1276Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: software and IT1261Not measuredOnly Qwen2.5 Coder 32B Instruct measured
Neither model has a result on the other 31 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
Intelligence benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
AA Intelligence Index6.77.8Solar Pro 3
Epoch Capabilities Index119.5Not measuredOnly Qwen2.5 Coder 32B Instruct measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
Agentic work benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
AA Agentic IndexNot measured1.4Only Solar Pro 3 measured
τ²-Bench TelecomNot measured86.3%Only Solar Pro 3 measured
Neither model has a result on the other 39 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index02
Reasoning benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
GPQA Diamond (Artificial Analysis run)41.7%72.4%Solar Pro 3
Humanity's Last Exam (Artificial Analysis run)3.5%10.3%Solar Pro 3
LMArena Text: hard prompts1251Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: expert1221Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: hard prompts in English1269Not measuredOnly Qwen2.5 Coder 32B Instruct measured
Neither model has a result on the other 17 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index3 boards, none shared
Math benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
GSM8K93.0%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: math1251Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: mathematical work1243Not measuredOnly Qwen2.5 Coder 32B Instruct measured
Neither model has a result on the other 10 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index7 boards, none shared
Knowledge benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
MMLU Pro (Artificial Analysis run)63.5%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
MMLU79.1%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
AI2 Reasoning Challenge70.5%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: science1221Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: medicine and healthcare1187Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: legal and government1257Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: business and finance1224Not measuredOnly Qwen2.5 Coder 32B Instruct measured
Neither model has a result on the other 11 boards here
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Web design benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
Neither model has a result on 9 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index15 boards, none shared
General benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
IFBenchNot measured71.2%Only Solar Pro 3 measured
Long context reasoning (AA-LCR)Not measured32.3%Only Solar Pro 3 measured
HellaSwag83.0%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
WinoGrande80.8%Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text1230Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: instruction following1223Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: creative writing1174Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: English1248Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: non-English1205Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: Chinese1222Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: Russian1228Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: multi-turn1222Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: longer queries1251Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: writing and language1191Not measuredOnly Qwen2.5 Coder 32B Instruct measured
LMArena Text: entertainment and media1150Not measuredOnly Qwen2.5 Coder 32B Instruct measured
Neither model has a result on the other 31 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Qwen2.5 Coder 32B Instruct and Solar Pro 3
BenchmarkQwen2.5 Coder 32B InstructSolar Pro 3Leader
Neither model has a result on 5 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Qwen2.5 Coder 32B Instruct$0.0012Fits in one request
Solar Pro 3$0.0004Fits in one request

Solar Pro 3 costs less

Repository review

50K input + 3K output tokens

Qwen2.5 Coder 32B Instruct$0.036Exceeds the context window
Solar Pro 3$0.0093Fits in one request

Solar Pro 3 costs less

Agent loop

200K input + 10K output tokens

Qwen2.5 Coder 32B Instruct$0.142Exceeds the context window
Solar Pro 3$0.036Exceeds the context window

Solar Pro 3 costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Qwen2.5 Coder 32B Instruct and Solar Pro 3
SpecificationQwen2.5 Coder 32B InstructUpstage Solar Pro 3
MakerQwenUpstage
WeightsOpen weightsNo public weights listed
ReleasedNovember 11, 2024January 27, 2026
Context window33K131K
Input $/Mtok$0.66$0.15
Output $/Mtok$1.00$0.60
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Qwen2.5 Coder 32B Instruct better than Solar Pro 3 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Qwen2.5 Coder 32B Instruct for work measured by AA Intelligence Index or GPQA Diamond (Artificial Analysis run), where it leads.

Which is cheaper, Qwen2.5 Coder 32B Instruct or Solar Pro 3?

Qwen2.5 Coder 32B Instruct costs $0.66 per million input tokens and $1.00 per million output tokens; Solar Pro 3 costs $0.15 and $0.60. Cost per solved task is known for neither of them.

Which has the bigger context window, Qwen2.5 Coder 32B Instruct or Solar Pro 3?

Solar Pro 3, with 131K tokens against 33K.

How many benchmarks is the Qwen2.5 Coder 32B Instruct vs Solar Pro 3 comparison based on?

3 benchmarks have a result for both models as of October 21, 2026. Qwen2.5 Coder 32B Instruct's coding index rests on 0 independent benchmarks and Solar Pro 3's on 0. Where only one model has a result, the page says so instead of naming a winner.

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