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Mellum2-12B-A2.5B-Thinking vs Muse Spark 1.1

Data verified

Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

Verdict

Muse Spark 1.1 leads for most workloads.

Based on BenchLM composite scores, July 2026.

Mellum2-12B-A2.5B-Thinking

59

VS

Muse Spark 1.1

78

1 categoriesvs1 categories

Pick Muse Spark 1.1 if you want the stronger benchmark profile. Mellum2-12B-A2.5B-Thinking only becomes the better choice if coding is the priority.

Category Radar

Head-to-Head by Category

Category Breakdown

BenchmarkMellum2-12B-A2.5B-ThinkingΔMuse Spark 1.1
Coding69.9 8.461.5
Knowledge57.6 4.562.1
Agentic80.4
Multimodal88.4
Inst. Following76.5

Operational Comparison

Mellum2-12B-A2.5B-Thinking

Muse Spark 1.1

Price (per 1M tokens)

N/A

N/A

Speed

N/A

N/A

Latency (first answer)

N/A

N/A

Context Window

128K

1M

Quick Verdict

Pick Muse Spark 1.1 if you want the stronger benchmark profile. Mellum2-12B-A2.5B-Thinking only becomes the better choice if coding is the priority.

Muse Spark 1.1 is clearly ahead on the provisional aggregate, 78 to 59. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Muse Spark 1.1's sharpest advantage is in knowledge, where it averages 62.1 against 57.6. Mellum2-12B-A2.5B-Thinking does hit back in coding, so the answer changes if that is the part of the workload you care about most.

Muse Spark 1.1 gives you the larger context window at 1M, compared with 128K for Mellum2-12B-A2.5B-Thinking.

Benchmark Deep Dive

Frequently Asked Questions (3)

Which is better, Mellum2-12B-A2.5B-Thinking or Muse Spark 1.1?

Muse Spark 1.1 is ahead on BenchLM's provisional leaderboard, 78 to 59.

Which is better for knowledge tasks, Mellum2-12B-A2.5B-Thinking or Muse Spark 1.1?

Muse Spark 1.1 has the edge for knowledge tasks in this comparison, averaging 62.1 versus 57.6. Mellum2-12B-A2.5B-Thinking stays close enough that the answer can still flip depending on your workload.

Which is better for coding, Mellum2-12B-A2.5B-Thinking or Muse Spark 1.1?

Mellum2-12B-A2.5B-Thinking has the edge for coding in this comparison, averaging 69.9 versus 61.5. Muse Spark 1.1 stays close enough that the answer can still flip depending on your workload.

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Last updated: July 9, 2026

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