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Qwen2.5 VL 32B Instruct vs SWE-2 Flash

SWE-2 Flash leads the LLM Stats Score 43.8 to 9.4.

Alibaba Cloud / Qwen Team · Cognition · Updated for 2026

Which is better?

SWE-2 Flash leads the overall LLM Stats Score 43.8 to 9.4, ranking #59 overall.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Qwen2.5 VL 32B Instruct

  • you need open weights you can self-host or fine-tune

Choose SWE-2 Flash

  • overall performance matters — it scores 43.8 and ranks #59 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you want the most recent training data — it shipped Nov 2026

At a glance

The differences that matter most.

Qwen2.5 VL 32B Instruct
Alibaba Cloud / Qwen Team
SWE-2 Flash
Cognition
Core performance indexes
LLM Stats Score
9.4
#313
43.8
#59
Reasoning
7.9
#318
42.6
#61
Coding
12.2
#183
33.0
#44
Agents
-3.5
#223
30.1
#50
Cost, coverage & limits
Benchmark wins
—
—
Input price
— / M
— / M
Output price
— / M
— / M
Context window
—
—

Individual benchmarks

28 reported for Qwen2.5 VL 32B Instruct · 7 for SWE-2 Flash

No common benchmarks found

Qwen2.5 VL 32B Instruct and SWE-2 Flashdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Model Size

Parameter count comparison

242.5B diff

SWE-2 Flash has 242.5B more parameters than Qwen2.5 VL 32B Instruct, making it 723.9% larger.

Alibaba Cloud / Qwen Team
Qwen2.5 VL 32B Instruct
33.5Bparameters
Cognition
SWE-2 Flash
276.0Bparameters
33.5B
Qwen2.5 VL 32B Instruct
276.0B
SWE-2 Flash

Input capabilities

Documented input modalities across available providers

Qwen2.5 VL 32B Instruct supports multimodal inputs, whereas SWE-2 Flash does not.

Qwen2.5 VL 32B Instruct can handle both text and other forms of data like images, making it suitable for multimodal applications.

Qwen2.5 VL 32B Instruct

Text
Images
Audio
Video

SWE-2 Flash

Text
Images
Audio
Video

License

Usage and distribution terms

Qwen2.5 VL 32B Instruct is licensed under Apache 2.0, while SWE-2 Flash uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

Qwen2.5 VL 32B Instruct

Apache 2.0

Open weights

SWE-2 Flash

Proprietary

Closed source

Release Timeline

When each model was launched

Qwen2.5 VL 32B Instruct was released on 2025-02-28, while SWE-2 Flash was released on 2026-11-04.

SWE-2 Flash is 20 months newer than Qwen2.5 VL 32B Instruct.

Qwen2.5 VL 32B Instruct

Feb 28, 2025

1.7 years ago

SWE-2 Flash

Nov 4, 2026

1 weeks ago

1.7yr newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Qwen2.5 VL 32B Instruct and SWE-2 Flash side-by-side, then vote on the output you prefer.

Qwen2.5 VL 32B Instruct
✓ Preferred
SWE-2 Flash
Open in Playground

FAQ

Common questions about Qwen2.5 VL 32B Instruct vs SWE-2 Flash.

Which is better, Qwen2.5 VL 32B Instruct or SWE-2 Flash?

SWE-2 Flash leads the LLM Stats Score 43.8 to 9.4. Qwen2.5 VL 32B Instruct is made by Alibaba Cloud / Qwen Team and SWE-2 Flash is made by Cognition. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Qwen2.5 VL 32B Instruct compare to SWE-2 Flash in benchmarks?

Qwen2.5 VL 32B Instruct scores DocVQA: 94.8%, Android Control Low_EM: 93.3%, HumanEval: 91.5%, ScreenSpot: 88.5%, MBPP: 84.0%. SWE-2 Flash scores Terminal-Bench 2.1: 89.2%, DeepSWE 1.1: 60.1%, SWE Atlas - Codebase QnA: 50.0%, FrontierCode 1.1: 45.5%, ExploitBench: 34.8%.

What are the main differences between Qwen2.5 VL 32B Instruct and SWE-2 Flash?

Key differences include LLM Stats Score (9.4 vs 43.8), multimodal support (yes vs no), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Qwen2.5 VL 32B Instruct and SWE-2 Flash?

Qwen2.5 VL 32B Instruct is developed by Alibaba Cloud / Qwen Team and SWE-2 Flash is developed by Cognition.

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