Google Gemma 4 12B VS Meta Muse Spark 1.1
Decision Recommendation
⚖️ Editorial Verdict: In our analysis, Muse Spark 1.1 is the premium intelligence choice, scoring 10.5% higher on coding benchmarks. However, this accuracy premium comes with a cost overhead: Gemma 4 12B is 1.0x cheaper to run. If you are building high-volume, simple chatbots or processing massive amounts of text where budget is critical, Gemma 4 12B offers excellent cost savings. For agentic reasoning, code refactoring, or complex logical tasks, the accuracy premium of Muse Spark 1.1 fully justifies the cost.
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Model Specs
Gemma 4 12B
Benchmarks & Scores
Coding (live-code-bench)
72%good at single-file apps, building games & UIs, and scripting new logic
Reasoning (gpqa-diamond)
78.8%graduate-level science QA
Cost & Performance
Cost (per 1M tokens)
N/AInput: N/A | Output: N/AContext Window
262.14k tokensModel Specs
Muse Spark 1.1
Benchmarks & Scores
Coding (swe-bench-pro)
61.5%excellent at multi-file repositories, autonomous agents, and industrial codebases
Reasoning (gpqa-diamond)Winner (+12.4%)
91.16%graduate-level science QA
Cost & Performance
Cost (per 1M tokens)
$2.00Input: $1.25 | Output: $4.25Context WindowLarger
1.05M tokensFrequently Asked Questions about Gemma 4 12B vs Muse Spark 1.1 comparison
For coding tasks, Gemma 4 12B scores 72% on live-code-bench (good at single-file apps, building games & UIs, and scripting new logic), while Muse Spark 1.1 scores 61.5% on swe-bench-pro (excellent at multi-file repositories, autonomous agents, and industrial codebases).
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