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Model comparison

Holo3.1-35B-A3B-FP8 vs Muse Spark

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
N/A
No comparison
71.04/100
0 category wins0 category wins

Public leaderboard positions: Holo3.1-35B-A3B-FP8 unranked (Not scored); Muse Spark #13 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Holo3.1-35B-A3B-FP8 and Muse Spark share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Holo3.1-35B-A3B-FP8; 39 to Muse Spark.

Updated July 21, 2026
Shared results
0
Holo3.1-35B-A3B-FP8 only
0
Muse Spark only
39
Comparable categories
0 / 8

Benchmark data for Holo3.1-35B-A3B-FP8 and Muse Spark is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM does not have sourced benchmark coverage for Holo3.1-35B-A3B-FP8 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricHolo3.1-35B-A3B-FP8Muse SparkComparison
Input / output priceUSD per 1M tokensHolo3.1-35B-A3B-FP8$0 input / $0 outputMuse SparkNot availableA complete price comparison is not available.
Generation speedtokens per secondHolo3.1-35B-A3B-FP8Not availableMuse SparkNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenHolo3.1-35B-A3B-FP8Not availableMuse SparkNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensHolo3.1-35B-A3B-FP8262KMuse Spark262KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkHolo3.1-35B-A3B-FP8Muse SparkResult
Terminal-Bench 2.0Source —59%Not comparable
τ²-bench resultsSource —91.5%Not comparable
DeepSearchQASource —74.8%Not comparable
CyberGymSource —43.5%Not comparable
Claw-EvalSource —63.8%Not comparable
AA Agentic IndexSource —28.7%Not comparable
GDPval-AASource —32.2%Not comparable
GDPval-AASource —1144Not comparable
Coding
BenchmarkHolo3.1-35B-A3B-FP8Muse SparkResult
SWE-bench VerifiedSource —77.4%Not comparable
SWE-bench ProSource —52.4%Not comparable
LiveCodeBench ProSource —80.0%Not comparable
Vibe Code BenchSource —19.67%Not comparable
AA Coding IndexSource —58.6%Not comparable
AA-SciCodeSource —51.5%Not comparable
Reasoning
BenchmarkHolo3.1-35B-A3B-FP8Muse SparkResult
ARC-AGI-2Source —42.5%Not comparable
AA-LCRSource —69.7%Not comparable
CritPtSource —11.3%Not comparable
Knowledge
BenchmarkHolo3.1-35B-A3B-FP8Muse SparkResult
GPQA-DSource —89.5%Not comparable
HLESource —50.4%Not comparable
HLE w/o toolsSource —42.8%Not comparable
HealthBench HardSource —42.8%Not comparable
MedXpertQA (Text)Source —52.6%Not comparable
Artificial Analysis Intelligence IndexSource —43.1%Not comparable
AA-GPQA DiamondSource —88.4%Not comparable
AA-HLESource —39.9%Not comparable
AA-Omniscience IndexSource —4.1%Not comparable
AA-Omniscience AccuracySource —44.6%Not comparable
AA-Omniscience Hallucination RateSource —73.2%Not comparable
Math
BenchmarkHolo3.1-35B-A3B-FP8Muse SparkResult
FrontierMath v2 (Tiers 1-3)Source —39.000%Not comparable
FrontierMath v2 (Tier 4)Source —14.600%Not comparable
Multimodal
BenchmarkHolo3.1-35B-A3B-FP8Muse SparkResult
CharXivSource —86.4%Not comparable
MMMU-ProSource —80.4%Not comparable
ERQASource —64.7%Not comparable
SimpleVQASource —71.3%Not comparable
ScreenSpot ProSource —84.1%Not comparable
ZeroBenchSource —33.0%Not comparable
MedXpertQA (MM)Source —78.4%Not comparable
AA-MMMU-ProSource —80.5%Not comparable
Inst. Following
BenchmarkHolo3.1-35B-A3B-FP8Muse SparkResult
AA-IFBenchSource —75.9%Not comparable
Frequently Asked Questions (3)

Can I compare Holo3.1-35B-A3B-FP8 and Muse Spark on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Holo3.1-35B-A3B-FP8 and Muse Spark today?

Holo3.1-35B-A3B-FP8: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 21, 2026

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