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Ling 3.1 Flash vs Qwen2.5-Coder 32B Instruct

Ling 3.1 Flash leads the LLM Stats Score 51.0 to 2.0.

InclusionAI · Alibaba Cloud / Qwen Team · Updated for 2026

Which is better?

Ling 3.1 Flash leads the overall LLM Stats Score 51.0 to 2.0, ranking #15 overall.

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

Choose Ling 3.1 Flash

  • overall performance matters — it scores 51.0 and ranks #15 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you want the most recent training data — it shipped Sep 2026

Choose Qwen2.5-Coder 32B Instruct

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

At a glance

The differences that matter most.

Core performance indexes
51.0
#15
2.0
#333
47.5
#26
2.0
#323
38.8
#18
9.9
#180
Cost, coverage & limits
Benchmark wins
—
—
Input price
— / M
$0.09 / M
Output price
— / M
$0.09 / M
Context window
—
128,000

Individual benchmarks

11 reported for Ling 3.1 Flash · 15 for Qwen2.5-Coder 32B Instruct

No common benchmarks found

Ling 3.1 Flash and Qwen2.5-Coder 32B Instructdon'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

528.0B diff

Ling 3.1 Flash has 528.0B more parameters than Qwen2.5-Coder 32B Instruct, making it 1650.0% larger.

InclusionAI
Ling 3.1 Flash
560.0Bparameters
Alibaba Cloud / Qwen Team
Qwen2.5-Coder 32B Instruct
32.0Bparameters
560.0B
Ling 3.1 Flash
32.0B
Qwen2.5-Coder 32B Instruct

Context Window

Maximum input and output token capacity

Only Qwen2.5-Coder 32B Instruct specifies input context (128,000 tokens). Only Qwen2.5-Coder 32B Instruct specifies output context (128,000 tokens).

InclusionAI
Ling 3.1 Flash
Input- tokens
Output- tokens
Alibaba Cloud / Qwen Team
Qwen2.5-Coder 32B Instruct
Input128,000 tokens
Output128,000 tokens
Thu Oct 08 2026 • llm-stats.com

Release Timeline

When each model was launched

Ling 3.1 Flash was released on 2026-09-30, while Qwen2.5-Coder 32B Instruct was released on 2024-09-19.

Ling 3.1 Flash is 25 months newer than Qwen2.5-Coder 32B Instruct.

Ling 3.1 Flash

Sep 30, 2026

1 weeks ago

2.0yr newer
Qwen2.5-Coder 32B Instruct

Sep 19, 2024

2.1 years ago

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 Ling 3.1 Flash and Qwen2.5-Coder 32B Instruct side-by-side, then vote on the output you prefer.

Ling 3.1 Flash
✓ Preferred
Qwen2.5-Coder 32B Instruct
Open in Playground

FAQ

Common questions about Ling 3.1 Flash vs Qwen2.5-Coder 32B Instruct.

Which is better, Ling 3.1 Flash or Qwen2.5-Coder 32B Instruct?

Ling 3.1 Flash leads the LLM Stats Score 51.0 to 2.0. Ling 3.1 Flash is made by InclusionAI and Qwen2.5-Coder 32B Instruct is made by Alibaba Cloud / Qwen Team. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Ling 3.1 Flash compare to Qwen2.5-Coder 32B Instruct in benchmarks?

Ling 3.1 Flash scores CyberGym: 87.9%, DRACO: 85.5%, FrontierSWE: 75.2%, Multi-Challenge: 69.8%, SkillsBench: 68.7%. Qwen2.5-Coder 32B Instruct scores HumanEval: 92.7%, GSM8k: 91.1%, MBPP: 90.2%, HellaSwag: 83.0%, Winogrande: 80.8%.

What are the context window sizes for Ling 3.1 Flash and Qwen2.5-Coder 32B Instruct?

Ling 3.1 Flash supports an unknown number of tokens and Qwen2.5-Coder 32B Instruct supports 128K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Ling 3.1 Flash and Qwen2.5-Coder 32B Instruct?

Key differences include LLM Stats Score (51.0 vs 2.0), licensing (Unknown vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Ling 3.1 Flash and Qwen2.5-Coder 32B Instruct?

Ling 3.1 Flash is developed by InclusionAI and Qwen2.5-Coder 32B Instruct is developed by Alibaba Cloud / Qwen Team.