Model comparison

Hy4 preview vs Muse Spark 1.3

Muse Spark 1.3 is the stronger model overall, scoring 54.8 to 45.3 on the Noometry Index. Hy4 preview costs 1.8× less per token, which makes it the better buy when Muse Spark 1.3's lead doesn't matter for your workload.

Last verified . 3 shared benchmarks.

Hy4 preview Tencent

45.3

Rank #73 Reported

Muse Spark 1.3 Meta

54.8

Rank #27 Confirmed

Summary

  • They share 3 benchmarks with published results for both. Hy4 preview scores higher in 0 categories and Muse Spark 1.3 in 3 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Muse Spark 1.3 leads 54.0 to 31.9.
  • The biggest single-benchmark swing is ProofBench: 75% for Hy4 preview and 58% for Muse Spark 1.3.
  • Hy4 preview is cheaper at $0.75 / $2.25 per million input/output tokens, against $1.25 / $4.25 for Muse Spark 1.3.
  • Hy4 preview has downloadable open weights; the other is API-only.

Side by side

Hy4 preview and Muse Spark 1.3 specifications
Hy4 previewMuse Spark 1.3
ProviderTencentMeta
Noometry Index45.354.8
Released2026-08-282026-09-02
WeightsOpenProprietary
Context window1.05M1.05M
Max output64K131K
Input $ / M tokens$0.75$1.25
Output $ / M tokens$2.25$4.25
Results tracked337

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Category by category

Coding Muse Spark 1.3 leads

Hy4 preview: 51.6 (#38), Muse Spark 1.3: 56.6 (#21)

Coding benchmarks
BenchmarkHy4 previewMuse Spark 1.3
LMArena WebDev16321657
CursorBench—41.6%
SciCode—59.7%
LMArena Coding—1514

Agentic & Tool Use Not comparable

Hy4 preview: —, Muse Spark 1.3: 38.6 (#30)

Agentic & Tool Use benchmarks
BenchmarkHy4 previewMuse Spark 1.3
APEX-Agents—57.8%
GDP.pdf—27.6%

Reasoning Muse Spark 1.3 leads

Hy4 preview: 31.9 (#79), Muse Spark 1.3: 54.0 (#27)

Reasoning benchmarks
BenchmarkHy4 previewMuse Spark 1.3
NYT Connections (extended)68.2%85.1%
CritPt—26%
Chess Puzzles—38%
LMArena Hard Prompts—1503
Mystery Game Puzzles—25%
DTBench—96.5%
LMCA—53.9%
Bench to the Future 3—0.14
Epoch Capabilities Index—156.75

Math Muse Spark 1.3 leads

Hy4 preview: 55.7 (#42), Muse Spark 1.3: 73.1 (#21)

Math benchmarks
BenchmarkHy4 previewMuse Spark 1.3
ProofBench75%58%
FrontierMath (Tiers 1-3)—74.4%
FrontierMath Tier 4—46.3%
OTIS Mock AIME 2024-2025—99.2%
LMArena Math—1494

Knowledge Not comparable

Hy4 preview: —, Muse Spark 1.3: 42.6 (#95)

Knowledge benchmarks
BenchmarkHy4 previewMuse Spark 1.3
LMArena Expert—1516

Multimodal Not comparable

Hy4 preview: —, Muse Spark 1.3: 43.7 (#22)

Multimodal benchmarks
BenchmarkHy4 previewMuse Spark 1.3
LMArena Vision—1309
LMArena Document—1471

Multilingual Not comparable

Hy4 preview: —, Muse Spark 1.3: 57.4 (#8)

Multilingual benchmarks
BenchmarkHy4 previewMuse Spark 1.3
LMArena Non-English—1481
LMArena Chinese—1529
LMArena French—1524
LMArena German—1515
LMArena Japanese—1474
LMArena Korean—1501
LMArena Russian—1490
LMArena Spanish—1490

Instruction Following Not comparable

Hy4 preview: —, Muse Spark 1.3: 77.5 (#22)

Instruction Following benchmarks
BenchmarkHy4 previewMuse Spark 1.3
LMArena Instruction Following—1477

Long Context Not comparable

Hy4 preview: —, Muse Spark 1.3: 45.6 (#32)

Long Context benchmarks
BenchmarkHy4 previewMuse Spark 1.3
LMArena Longer Query—1488

Writing & Preference Not comparable

Hy4 preview: —, Muse Spark 1.3: 73.6 (#9)

Writing & Preference benchmarks
BenchmarkHy4 previewMuse Spark 1.3
LMArena Text—1490
LMArena Creative Writing—1455
EQ-Bench Creative Writing—1906
LMArena Multi-Turn—1482

Frequently asked questions

Is Hy4 preview better than Muse Spark 1.3?

Muse Spark 1.3 is the stronger model overall, scoring 54.8 to 45.3 on the Noometry Index. Hy4 preview costs 1.8× less per token, which makes it the better buy when Muse Spark 1.3's lead doesn't matter for your workload.

Which is cheaper, Hy4 preview or Muse Spark 1.3?

Hy4 preview is cheaper. It lists at $0.75 per million input tokens and $2.25 per million output tokens; Muse Spark 1.3 lists at $1.25 and $4.25.

Is Hy4 preview or Muse Spark 1.3 better for coding?

Muse Spark 1.3 scores higher on coding benchmarks: 56.6 versus 51.6 in the Noometry coding category.

Which has the bigger context window?

Both accept 1.05M tokens.

How many benchmarks do Hy4 preview and Muse Spark 1.3 share?

3 benchmarks have published results for both models. Hy4 preview has 3 scored results on Noometry and Muse Spark 1.3 has 37.

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