How do Muse Spark 1.1 and Hy3 compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, DeepSWE, and coding agent index scores for both Muse Spark 1.1 and Hy3 when publicly disclosed.

LLM Comparison

Muse Spark 1.1 vs Hy3: benchmark scores, pricing & comparison.

Q: Which is better: Muse Spark 1.1 or Hy3?

AskClash compares Muse Spark 1.1 and Hy3 side by side across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, and context window so you can see which model wins on each benchmark.

Side-by-side Muse Spark 1.1 vs Hy3 comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.

Open live leaderboard Muse Spark 1.1 model page Hy3 model page

Rank #6 vs #18AskClash overall scores 77.5 vs 58.7.

Pricing $1.25/$4.25 vs $0.12/$0.43Input and output token prices per 1M tokens when published.

Proprietary vs Open WeightMeta vs Tencent.

Muse Spark 1.1 vs Hy3 benchmark comparison

Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.

Metric	Muse Spark 1.1	Hy3
Overall Score	77.5	58.7
Leaderboard Rank	#6	#18
RWT	7.5	8.0
HLE	62.1	53.2
GPQA	—	90.4
SWE-bench	—	78.0
SWE-Pro	61.5	57.9
Terminal-Bench	80.0	71.7
OSWorld	80.8	—
MCP Atlas	88.1	79.1
Finance Agent	57.2	—
CharXiv	88.4	—
Tau2	—	92.7
MRCR	54.1	75.1
Input Price (per 1M tokens)	$1.25	$0.12
Output Price (per 1M tokens)	$4.25	$0.43
Context Window	1M	256K
Benchmarks Published	9	9

Muse Spark 1.1 vs Hy3 head-to-head charts

Muse Spark 1.1 leads 5 and Hy3 leads 2 of 7 shared benchmarks. Hy3 is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

Muse Spark 1.1Hy3

Overall

77.5Muse Spark 1.1

58.7Hy3

RWT

7.5Muse Spark 1.1

8.0Hy3

HLE

62.1Muse Spark 1.1

53.2Hy3

SWE-Pro

61.5Muse Spark 1.1

57.9Hy3

Terminal-Bench

80.0Muse Spark 1.1

71.7Hy3

MCP Atlas

88.1Muse Spark 1.1

79.1Hy3

MRCR

54.1Muse Spark 1.1

75.1Hy3

Muse Spark 1.1

Input$1.25

Output$4.25

Workload$2.10

Context1M

Hy3

Input$0.12

Output$0.43

Workload$0.21

Context256K

Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.

More Muse Spark 1.1 and Hy3 comparisons

Explore how Muse Spark 1.1 and Hy3 stack up against other top-ranked LLMs.

Claude Fable 5 vs Muse Spark 1.1 Claude Fable 5 vs Hy3 GPT-5.6 Sol vs Muse Spark 1.1 GPT-5.6 Sol vs Hy3 Kimi K3 vs Muse Spark 1.1 Kimi K3 vs Hy3 Claude Opus 4.8 vs Muse Spark 1.1 Claude Opus 4.8 vs Hy3 Grok 4.5 vs Muse Spark 1.1 Grok 4.5 vs Hy3

How to read this comparison

Benchmark scores

Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.

Token pricing

Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.

Coverage matters

Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.

This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.