BenchLeader

Qwen2.5 Coder 32B Instruct

Qwen2.5 Coder 32B Instruct is an Alibaba open-weights model, released 18 Sept 2024. Its best configuration ranks #609 of 785 on the BenchLeader Index at 42.1 ±7.6, in the lower half. The ± is the point: 386 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in reasoning (44) and lowest in coding (27). At $0.745 per million tokens blended it is mid-priced. Output speed of 30 tokens per second puts it in the slowest quarter, with a first token in 1.6 s. Last measured 22 Oct 2026.

Blended price
$0.745/M
$0.660 in · $1.00 out
Output speed
30 tok/s
OpenRouter traffic, 7-day median; not yet measured by Artificial Analysis
First answer
1.62 s
Context
131k
Full answer
–
Cost per run
–
Released
18 Sept 2024
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index42
  2. Reasoning44
  3. Coding27
  4. Maths43
  5. Human preference42
  6. Composite37

How its index has moved

8 Sept 2026 to 21 Oct 2026
354250

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Maths

Benchmarknot statedSourceTrend
Arena Maths1269#256Arena (LMArena)
GSM8Knot in index93.0%#3Epoch AI Benchmarking Hub

Knowledge

Benchmarknot statedSourceTrend
MMLUnot in index79.1%#25Epoch AI Benchmarking Hub

Instruction following

Benchmarknot statedSourceTrend
Arena Instruction Followingnot in index1264#270Arena (LMArena)

Human preference

Benchmarknot statedSourceTrend
Arena Text1271#279Arena (LMArena)
Arena Creative Writingnot in index1207#289Arena (LMArena)
Arena Multi-turnnot in index1251#276Arena (LMArena)
Arena Longer Queriesnot in index1287#267Arena (LMArena)

Composite

Where to run it

Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.

ProviderSpeedFirst tokenInput $/MOutput $/MContextQuantisation
Cloudflare32 tok/s1.22 s$0.660$1.0033k–

Price history

The price above, per 1M tokens, every day it changed.

$0.00$0.275$0.550$0.825$1.10Sept 26Oct 26
input outputnow $0.660 in · $1.00 out

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0006–11.6 s
Summarize a 30-page report12,000 / 600$0.0085–21.6 s
Code edit6,000 / 1,500$0.0055–51.6 s
Agentic coding session60,000 / 4,000$0.044–2.2 min
Structured extraction2,000 / 200$0.0015–8.3 s

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See also

Questions people ask

What are Qwen2.5 Coder 32B Instruct's benchmark scores?
As of 25 Oct 2026, Qwen2.5 Coder 32B Instruct scores 42.1 ±7.6 on the BenchLeader Index, strongest in reasoning (44) and weakest in coding (27). That rests on 7 independent benchmark results, and every score on this page links to its publisher.
How does Qwen2.5 Coder 32B Instruct rank?
Qwen2.5 Coder 32B Instruct is #609 of 785 ranked configurations on 25 Oct 2026. 386 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.
How much does Qwen2.5 Coder 32B Instruct cost per 1M tokens?
As of 25 Oct 2026, Qwen2.5 Coder 32B Instruct costs $0.660 per 1M input tokens and $1.00 per 1M output tokens, $0.745 blended (three input tokens per output token). The list price last changed on 23 Oct 2026.
When was Qwen2.5 Coder 32B Instruct released?
Alibaba released Qwen2.5 Coder 32B Instruct on 18 Sept 2024.

Data as of 25 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Qwen2.5 Coder 32B Instruct: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/qwen2-5-coder-32b.