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GLM-5.3-Flash vs Muse Spark 1.2

SpecGLM-5.3-FlashMuse Spark 1.2
Respan Index45.2 (#45)45.6 (#43)
Blended price per 1M$0.043$2
Context window1M1.0M
Input / output per 1M$0.027 / $0.092$1.25 / $4.25
Max output131K-
Inputtext, visiontext, vision, video, audio
Released2026-08-262026-08-05

Respan Index by category

Each category is scored 0 to 100, and how far ahead the winner is. Leads under a point are close to even.

CategoryGLM-5.3-FlashMuse Spark 1.2
Coding39.9 GLM-5.3-Flash22.0 Muse Spark 1.2
Agents61.6 GLM-5.3-Flash58.1 Muse Spark 1.2
Reasoning32.8 GLM-5.3-Flash46.4 Muse Spark 1.2
Knowledge & language32.0 GLM-5.3-Flash58.3 Muse Spark 1.2
Human preference56.1 GLM-5.3-Flash54.5 Muse Spark 1.2

How the Respan Index works

Benchmarks both report

GLM-5.3-Flash leads on 10 of the 19 benchmarks both report. Higher is better. Each score links to where it was published.

BenchmarkGLM-5.3-FlashMuse Spark 1.2
Chess Puzzles (Epoch AI)21%27%
LMArena Agent (LMArena)-0.0233-0.0754
LMArena Elo14771492
LMArena WebDev (LMArena)16071534
Terminal-Bench 4.0 (Vals AI)37.4%6.1%
LMArena Vision (LMArena)12711293
APEX-Agents (Mercor)52.8%45.4%
DeepSWE v1.1 (Datacurve)63.4%54.9%
FrontierSWE V2 (Proximal Labs)18.1%12%
LiveBench Agentic Coding (LiveBench)56.8%57.6%
LiveBench Coding (LiveBench)79%77.5%
LiveBench Data Analysis (LiveBench)76.4%76.5%
LiveBench Instruction Following (LiveBench)52.8%74.3%
LiveBench Language (LiveBench)77.3%78.6%
LiveBench Mathematics (LiveBench)81.2%91.2%
LiveBench Reasoning (LiveBench)77.6%90%
DeepSWE v1.163.4%59.3%
Terminal-Bench 2.184.3%82.9%
Toolathlon-Verified (HKUST)78.4%75.9%

FAQ

Is GLM-5.3-Flash better than Muse Spark 1.2?

Muse Spark 1.2 scores 45.6 on the Respan Index (#43), ahead of GLM-5.3-Flash at 45.2 (#45). GLM-5.3-Flash leads on 10 of the 19 benchmarks both report.

Which is cheaper, GLM-5.3-Flash or Muse Spark 1.2?

GLM-5.3-Flash lists at $0.027 input and $0.092 output per 1M tokens; Muse Spark 1.2 at $1.25 and $4.25. GLM-5.3-Flash is 46x cheaper per token at list price.

Which has the larger context window?

GLM-5.3-Flash accepts 1M tokens and Muse Spark 1.2 1.0M tokens.

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