How do Hy3 and Muse Spark 1.2 compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, DeepSWE, and coding agent index scores for both Hy3 and Muse Spark 1.2 when publicly disclosed.

LLM Comparison

Hy3 vs Muse Spark 1.2: benchmark scores, pricing & comparison.

Q: Which is better: Hy3 or Muse Spark 1.2?

AskClash compares Hy3 and Muse Spark 1.2 side by side across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, AskClash ACB, and context window so you can see which model wins on each benchmark.

Side-by-side Hy3 vs Muse Spark 1.2 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 Hy3 model page Muse Spark 1.2 model page

Rank #28 vs #30AskClash overall scores 56.7 vs 56.4.

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

Open Weight vs ProprietaryTencent vs Meta.

Hy3 vs Muse Spark 1.2 benchmark comparison

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

Metric	Hy3	Muse Spark 1.2
Overall Score	56.7	56.4
Leaderboard Rank	#28	#30
ACB	—	54.8
RWT	8.0	7.5
HLE	53.2	45.5
GPQA	90.4	90.4
SWE-bench	78.0	—
SWE-Pro	57.9	—
Terminal-Bench	71.7	—
DeepSWE	—	59.0
GDPval-AA	1136.0	1523.3
MCP Atlas	79.1	82.2
Finance Agent	—	60.6
Tau2	92.7	—
MRCR	75.1	—
Input Price (per 1M tokens)	$0.12	$1.25
Output Price (per 1M tokens)	$0.43	$4.25
Context Window	256K	1M
Benchmarks Published	10	8

Hy3 vs Muse Spark 1.2 head-to-head charts

Hy3 leads 3 and Muse Spark 1.2 leads 3 of 6 shared benchmarks. Hy3 is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

Hy3Muse Spark 1.2

Overall

56.7Hy3

56.4Muse Spark 1.2

RWT

8.0Hy3

7.5Muse Spark 1.2

HLE

53.2Hy3

45.5Muse Spark 1.2

GPQA

90.4Hy3

90.4Muse Spark 1.2

GDPval-AA

1136.0Hy3

1523.3Muse Spark 1.2

MCP Atlas

79.1Hy3

82.2Muse Spark 1.2

Hy3

Input$0.12

Output$0.43

Workload$0.21

Context256K

Muse Spark 1.2

Input$1.25

Output$4.25

Workload$2.10

Context1M

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

More Hy3 and Muse Spark 1.2 comparisons

Explore how Hy3 and Muse Spark 1.2 stack up against other top-ranked LLMs.

Claude Fable 5.1 vs Hy3 Claude Fable 5.1 vs Muse Spark 1.2 Claude Fable 5 vs Hy3 Claude Fable 5 vs Muse Spark 1.2 Claude Opus 5 vs Hy3 Claude Opus 5 vs Muse Spark 1.2 GPT-5.6 Sol vs Hy3 GPT-5.6 Sol vs Muse Spark 1.2 Qwen3.8 Max vs Hy3 Qwen3.8 Max vs Muse Spark 1.2

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.