Ling 3.0 Flash vs Muse Spark 1.2: Specs & Benchmark Comparison
Ling 3.0 Flash is developed by InclusionAI, while Muse Spark 1.2 comes from Meta. Both were released in August 2026. Ling 3.0 Flash has a published size of about 124 billion parameters; Meta has not disclosed the parameter count of Muse Spark 1.2.
We have 19 benchmark results for Ling 3.0 Flash and 3 benchmark results for Muse Spark 1.2, but they overlap on a single test: Terminal-Bench 2.1, where Muse Spark 1.2 scores 83.0% against 57.0%.
Ling 3.0 Flash is the cheaper API at $0.06 per million input tokens and $0.18 per million output tokens, roughly 21 times cheaper than Muse Spark 1.2 at $1.25 and $4.25. Muse Spark 1.2 takes the larger context window at 1M tokens, compared with 131K for Ling 3.0 Flash. Ling 3.0 Flash accepts text as input, while Muse Spark 1.2 accepts text and images. On tooling, only Muse Spark 1.2 supports function calling and only Muse Spark 1.2 offers structured output.
| Characteristic | Ling 3.0 Flash | Muse Spark 1.2 |
|---|---|---|
| Company | InclusionAI | Meta |
| Release Date | August 4, 2026 | August 5, 2026 |
| Parameters | 124B | — |
| Multimodal | No | Yes |
| Context (input) | 131K | 1.0M |
| Context (output) | 131K | 131K |
| Input Price / 1M | $0.06 | $1.25 |
| Output Price / 1M | $0.18 | $4.25 |
| Average Score | 68.5% | 71.0% |
| Benchmarks | ||
| Terminal-Bench 2.1 | 57.0% | 83.0% |
Visual Benchmark Comparison
Verdict
Both models show equal results — the choice depends on your specific use case.
Both models show comparable average scores: Ling 3.0 Flash — 0.7, Muse Spark 1.2 — 0.7.
Ling 3.0 Flash is 22.9x cheaper: input $0.06/1M vs $1.25/1M tokens.
Muse Spark 1.2 supports a larger context: 1M vs 131K tokens.
Both models were released around the same time: 8/4/2026 and 8/5/2026.
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Frequently Asked Questions
Which is better for coding — Ling 3.0 Flash or Muse Spark 1.2?
Which model is cheaper — Ling 3.0 Flash or Muse Spark 1.2?
Which has a larger context window — Ling 3.0 Flash or Muse Spark 1.2?
The Ling 3.0 Flash and Muse Spark 1.2 comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the Ling 3.0 Flash or Muse Spark 1.2 page. See also the complete list of AI model comparisons.