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GLM-5.1 vs Muse Spark

Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

GLM-5.1

82

VS

Muse Spark

81

2 categoriesvs1 categories

Verified leaderboard positions: GLM-5.1 #25 · Muse Spark unranked

Pick GLM-5.1 if you want the stronger benchmark profile. Muse Spark only becomes the better choice if coding is the priority or you need the larger 262K context window.

Category Radar

Head-to-Head by Category

Category Breakdown

Agentic

GLM-5.1
65.3vs59

+6.3 difference

Coding

Muse Spark
60.9vs61.7

+0.8 difference

Knowledge

GLM-5.1
52.3vs50.4

+1.9 difference

Operational Comparison

GLM-5.1

Muse Spark

Price (per 1M tokens)

$1.4 / $4.4

N/A

Speed

N/A

N/A

Latency (TTFT)

N/A

N/A

Context Window

203K

262K

Quick Verdict

Pick GLM-5.1 if you want the stronger benchmark profile. Muse Spark only becomes the better choice if coding is the priority or you need the larger 262K context window.

GLM-5.1 finishes one point ahead on BenchLM's provisional leaderboard, 82 to 81. That is enough to call, but not enough to treat as a blowout. This matchup comes down to a few meaningful edges rather than one model dominating the board.

GLM-5.1's sharpest advantage is in agentic, where it averages 65.3 against 59. The single biggest benchmark swing on the page is SWE-bench Pro, 58.4% to 52.4%. Muse Spark does hit back in coding, so the answer changes if that is the part of the workload you care about most.

Muse Spark gives you the larger context window at 262K, compared with 203K for GLM-5.1.

Benchmark Deep Dive

Frequently Asked Questions (4)

Which is better, GLM-5.1 or Muse Spark?

GLM-5.1 is ahead on BenchLM's provisional leaderboard, 82 to 81. The biggest single separator in this matchup is SWE-bench Pro, where the scores are 58.4% and 52.4%.

Which is better for knowledge tasks, GLM-5.1 or Muse Spark?

GLM-5.1 has the edge for knowledge tasks in this comparison, averaging 52.3 versus 50.4. Inside this category, AA-Omniscience Hallucination Rate is the benchmark that creates the most daylight between them.

Which is better for coding, GLM-5.1 or Muse Spark?

Muse Spark has the edge for coding in this comparison, averaging 61.7 versus 60.9. Inside this category, Vibe Code Bench is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GLM-5.1 or Muse Spark?

GLM-5.1 has the edge for agentic tasks in this comparison, averaging 65.3 versus 59. Inside this category, CyberGym is the benchmark that creates the most daylight between them.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

GLM-5.1
API / mo$4,350
Self-host / mo$18,221
Break-even264M/day
Muse Spark
API / mo$0
Self-host / moN/A
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: June 2, 2026

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