Skip to main content
BenchLM
Advertise

Model comparison

Muse Spark 1.1 vs Ornith-1.0-9B

Data verified

Head-to-head evidence from 3 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

77.44/100
No comparison
Ornith-1.0-9B
DeepReinforce AI
N/A
2 category wins0 category wins

Public leaderboard positions: Muse Spark 1.1 #6 (Supported); Ornith-1.0-9B unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Muse Spark 1.1 and Ornith-1.0-9B share 3 comparable benchmark results. 2 of 8 categories are comparable. 36 results are unique to Muse Spark 1.1; 4 to Ornith-1.0-9B.

Updated July 23, 2026
Shared results
3
Muse Spark 1.1 only
36
Ornith-1.0-9B only
4
Comparable categories
2 / 8

Treat this as a split decision. Muse Spark 1.1 makes more sense if agentic is the priority or you need the larger 1M context window; Ornith-1.0-9B is the better fit if its strengths line up with your actual workload.

Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 2 evidence categories; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Muse Spark 1.1 and Ornith-1.0-9B finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.

Muse Spark 1.1 gives you the larger context window at 1M, compared with 256K for Ornith-1.0-9B.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Muse Spark 1.1 and Ornith-1.0-9B
CategoryMuse Spark 1.1ΔOrnith-1.0-9B
AgenticMuse Spark 1.180.4Margin← 37.3Ornith-1.0-9B43.1
CodingMuse Spark 1.161.5Margin← 2.3Ornith-1.0-9B59.2
KnowledgeMuse Spark 1.162.1MarginNo overlapOrnith-1.0-9BNot measured
MultimodalMuse Spark 1.188.4MarginNo overlapOrnith-1.0-9BNot measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Muse Spark 1.1B · Ornith-1.0-9B

  1. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 80%B 43.1%
    Winner: Muse Spark 1.1Δ 36.9
    Terminal-Bench 2.0: Muse Spark 1.1 scored 80%; Ornith-1.0-9B scored 43.1%. Muse Spark 1.1 wins this benchmark.

  2. SWE-bench Pro

    Coding
    Source ↗
    A 61.5%B 42.9%
    Winner: Muse Spark 1.1Δ 18.6
    SWE-bench Pro: Muse Spark 1.1 scored 61.5%; Ornith-1.0-9B scored 42.9%. Muse Spark 1.1 wins this benchmark.

Operational comparison

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

MetricMuse Spark 1.1Ornith-1.0-9BComparison
Input / output priceUSD per 1M tokensMuse Spark 1.1Not availableOrnith-1.0-9B$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondMuse Spark 1.1Not availableOrnith-1.0-9BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenMuse Spark 1.1Not availableOrnith-1.0-9BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensMuse Spark 1.11MOrnith-1.0-9B256KMuse Spark 1.1 lists the larger context window.

Benchmark Deep Dive

AgenticMuse Spark 1.1 wins
BenchmarkMuse Spark 1.1Ornith-1.0-9BResult
Terminal-Bench 2.0Source 80%43.1%Muse Spark 1.1 leads
MCP AtlasSource 88.1%—Not comparable
ToolathlonSource 75.6%—Not comparable
OSWorld-VerifiedSource 80.8%—Not comparable
DeepSearchQASource 84.9%—Not comparable
CyberGymSource 59.0%—Not comparable
Finance Agent v2Source 57.2%—Not comparable
deepSweSource 53.3%—Not comparable
OSWorld 2.0Source 14.2%—Not comparable
JobBenchSource 54.7%—Not comparable
CybenchSource 92.9%—Not comparable
ExploitGymSource 0.8%—Not comparable
AA Agentic IndexSource 37.5%—Not comparable
GDPval-AASource 43.7%—Not comparable
GDPval-AASource 1374—Not comparable
AA BriefcaseSource 863—Not comparable
AA AutomationBenchSource 42.8%—Not comparable
AA Harvey LABSource 93.1%—Not comparable
AA Tau3 BankingSource 25.2%—Not comparable
aaTerminalBench21Source 77.9%—Not comparable
Claw-EvalSource —63.1%Not comparable
CodingMuse Spark 1.1 wins
BenchmarkMuse Spark 1.1Ornith-1.0-9BResult
Terminal-Bench 2.0Source 80.0%43.1%Muse Spark 1.1 leads
SWE-bench ProSource 61.5%42.9%Muse Spark 1.1 leads
AA Coding IndexSource 71.3%—Not comparable
AA-SciCodeSource 58.2%—Not comparable
SWE-bench VerifiedSource —69.4%Not comparable
SWE MultilingualSource —52%Not comparable
NL2RepoSource —27.2%Not comparable
Reasoning
BenchmarkMuse Spark 1.1Ornith-1.0-9BResult
MRCR 1MSource 54.1%—Not comparable
AA-LCRSource 63.3%—Not comparable
CritPtSource 15.1%—Not comparable
Knowledge
BenchmarkMuse Spark 1.1Ornith-1.0-9BResult
HLESource 62.1%—Not comparable
HLE w/o toolsSource 52.2%—Not comparable
HealthBench ProfessionalSource 59.3%—Not comparable
Artificial Analysis Intelligence IndexSource 50.6%—Not comparable
AA-GPQA DiamondSource 89.8%—Not comparable
AA-HLESource 45.1%—Not comparable
AA-Omniscience IndexSource 18.0%—Not comparable
AA-Omniscience AccuracySource 40.6%—Not comparable
AA-Omniscience Hallucination RateSource 38.1%—Not comparable
Multimodal
BenchmarkMuse Spark 1.1Ornith-1.0-9BResult
CharXivSource 88.4%—Not comparable
BabyVisionSource 76.3%—Not comparable
Design Arena WebsiteSource 1299—Not comparable
Frequently Asked Questions (3)

Which is better, Muse Spark 1.1 or Ornith-1.0-9B?

Muse Spark 1.1 and Ornith-1.0-9B are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.

Which is better for coding, Muse Spark 1.1 or Ornith-1.0-9B?

Muse Spark 1.1 has the edge for coding in this comparison, averaging 61.5 versus 59.2. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Muse Spark 1.1 or Ornith-1.0-9B?

Muse Spark 1.1 has the edge for agentic tasks in this comparison, averaging 80.4 versus 43.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Related Comparisons

Explore More

Meta Compare Pricing Methodology Find Your Best LLM Overall Rankings
Last updated: July 23, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.