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Ling 3.1 Flash vs Muse Spark 1.3

At a glance

InclusionAI's fast hybrid-reasoning MoE, 560B total with 25B active.

262K ctx$0/$0 per M

Meta's latest multimodal reasoning model for long-running agentic, multi-agent, and coding workflows.

1.0M ctx$1.25/$4.25 per M
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
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This model hasn't been benchmarked yet.

Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Math
Competition Math99.2%
Specs
262K
Context
33K
Max output
Oct 2026
Released
1.0M
Context
256K
Max output
Sep 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$0/M
Output$0/M
Live pricing, shown before you run
Input$1.25/M tokens
Output$4.25/M tokens
Cache read$0.15/M tokens
Web search$0.003/search
Chat with Ling 3.1 FlashGo to model
Chat with Muse Spark 1.3Go to model
Frequently Asked Questions: Ling 3.1 Flash vs Muse Spark 1.3▼

Which is better, Ling 3.1 Flash or Muse Spark 1.3?

▼

Both Ling 3.1 Flash and Muse Spark 1.3 are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which has a larger context window, Ling 3.1 Flash or Muse Spark 1.3?

▼

Muse Spark 1.3 has a larger context window: Ling 3.1 Flash supports 262K tokens vs Muse Spark 1.3 at 1M tokens.

Do both Ling 3.1 Flash and Muse Spark 1.3 support vision?

▼

Muse Spark 1.3 supports vision/image input, but Ling 3.1 Flash does not.

What are the key differences between Ling 3.1 Flash and Muse Spark 1.3?

▼

Key differences: only Muse Spark 1.3 supports vision input. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Ling 3.1 Flash and Muse Spark 1.3 for free on idapt.app to see which performs better for your specific needs.

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