Models / Other

Muse Spark

Muse · Released 2026-01-01

Muse's tax-domain model. TaxEval v2 leader at 77.7% on Vals. Niche vertical — not a general-purpose frontier model.

Tax and compliance workflows only — do not use as a general research or coding model.

Composite62
Context128K
Input / 1M—
Output / 1M—
Knowledge cutoff2025-06-01
Statuslightweight

Family profile

Best published score in each covered benchmark family.

67/100 avg
Reasoning
88
Math
39
Agentic
62
Long context
78

4 tested benchmark families

Benchmark placements

Where Muse Spark places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.

BenchmarkFamilyRankScoreSourceDate
FrontierMathMath#9/ 1539Epoch AI FrontierMath Tiers 1-3 (v2) CSV2026-08-15
Humanity's Last ExamReasoning#40/ 18641Artificial Analysis2026-09-28
Terminal-BenchAgentic#50/ 16762Artificial Analysis2026-09-28
GPQA DiamondReasoning#63/ 18488Artificial Analysis2026-09-28
AA-LCRLong context#66/ 18478Artificial Analysis2026-09-28
AA output speedPerformance#189/ 195Artificial Analysis2026-09-28
Family context

The three highest-scoring models with pages in each capability family. Where Muse Spark shows up, it's highlighted.

Newest receipts

Benchmark rows added to the public ledger for Muse Spark in the last 120 days. Older rows live in the full table below.

6 recent
Family coverage

A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.

Reasoning88
Math39
Agentic62
Long context78
Price vs. performance
0255075100$0.10$0.30$1$3$10$30input USD / 1M tokens · log scale →← intelligence

Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.

AnthropicOpenAIGoogleAlibabaMetaZhipuxAIDeepSeekMiniMaxXiaomiMoonshotOtherMeituanMistralNVIDIACohere

Full benchmark ledger

Every catalog benchmark for Muse Spark. Scores link to the original source; gaps mean no public row exists yet.

6 sourced rows

6 of 13 catalog benchmarks have a sourced row for Muse Spark.

Reasoning

Math

Agentic

Long context

Performance

Sources

Questions this model page answers

Every answer below is assembled from the dated fields on this page. Nothing is written separately for search.

What is Muse Spark?

Muse Spark is a Other model: Muse's tax-domain model. TaxEval v2 leader at 77.7% on Vals. Niche vertical — not a general-purpose frontier model.

What is Muse Spark for?

Tax and compliance workflows only — do not use as a general research or coding model.

What does Muse Spark cost?

Muse Spark lists — input and — output per 1M tokens. Pricing last checked 2026-06-09.

How large is the Muse Spark context window?

Muse Spark publishes a 128K token context window.

What is the VerdictPal status of Muse Spark?

Muse Spark carries Lightweight status on the model atlas.

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