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Model comparison

Nemotron 3 Ultra vs Ornith-1.0-35B

Data verified

Head-to-head evidence from 4 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

61/100
Margin
1.0pts
winning →
DeepReinforce AI
62/100
0 category wins2 category wins

Verified leaderboard positions: Nemotron 3 Ultra #24; Ornith-1.0-35B unranked

Evidence parity. Nemotron 3 Ultra and Ornith-1.0-35B share 4 comparable benchmark results. 2 of 8 categories are comparable. 36 results are unique to Nemotron 3 Ultra; 3 to Ornith-1.0-35B.

Updated July 16, 2026
Shared results
4
Nemotron 3 Ultra only
36
Ornith-1.0-35B only
3
Comparable categories
2 / 8

Pick Ornith-1.0-35B if you want the stronger benchmark profile. Nemotron 3 Ultra only becomes the better choice if you need the larger 1M context window.

Confidence note. This is a partial-evidence comparison with 4 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

Ornith-1.0-35B finishes one point ahead on BenchLM's provisional leaderboard, 62 to 61. That is enough to call, but not enough to treat as a blowout. This matchup comes down to a few meaningful edges rather than one model dominating the board.

Ornith-1.0-35B's sharpest advantage is in agentic, where it averages 64.2 against 51.3. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 56.4% to 64.2%.

Nemotron 3 Ultra gives you the larger context window at 1M, compared with 256K for Ornith-1.0-35B.

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 Nemotron 3 Ultra and Ornith-1.0-35B
CategoryNemotron 3 UltraΔOrnith-1.0-35B
AgenticNemotron 3 Ultra51.3Margin 12.9Ornith-1.0-35B64.2
CodingNemotron 3 Ultra58.3Margin 7.6Ornith-1.0-35B65.9
ReasoningNemotron 3 Ultra61.9MarginNo overlapOrnith-1.0-35BNot measured
KnowledgeNemotron 3 Ultra54.2MarginNo overlapOrnith-1.0-35BNot measured
MultilingualNemotron 3 Ultra83.0MarginNo overlapOrnith-1.0-35BNot measured
Inst. FollowingNemotron 3 Ultra81.7MarginNo overlapOrnith-1.0-35BNot measured

Decisive benchmark drivers

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

More
A · Nemotron 3 UltraB · Ornith-1.0-35B
  1. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 56.4%B 64.2%
    Winner: Ornith-1.0-35BΔ 7.8
    Terminal-Bench 2.0: Nemotron 3 Ultra scored 56.4%; Ornith-1.0-35B scored 64.2%. Ornith-1.0-35B wins this benchmark.
  2. SWE-bench Verified

    Coding
    Source ↗
    A 71.9%B 75.6%
    Winner: Ornith-1.0-35BΔ 3.7
    SWE-bench Verified: Nemotron 3 Ultra scored 71.9%; Ornith-1.0-35B scored 75.6%. Ornith-1.0-35B wins this benchmark.

Operational comparison

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

MetricNemotron 3 UltraOrnith-1.0-35BComparison
Input / output priceUSD per 1M tokensNemotron 3 Ultra$0 input / $0 outputOrnith-1.0-35B$0 input / $0 outputListed prices are equal.
Generation speedtokens per secondNemotron 3 UltraNot availableOrnith-1.0-35BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenNemotron 3 UltraNot availableOrnith-1.0-35BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensNemotron 3 Ultra1MOrnith-1.0-35B256KNemotron 3 Ultra lists the larger context window.

Benchmark Deep Dive

AgenticOrnith-1.0-35B wins
BenchmarkNemotron 3 UltraOrnith-1.0-35BResult
Terminal-Bench 2.0Source 56.4%64.2%Ornith-1.0-35B leads
PinchBenchSource 90.0%Not comparable
BrowseCompSource 44.4%Not comparable
τ³-bench resultsSource 70.9%Not comparable
GDPval-AASource 33.2%Not comparable
HLE w/ toolsSource 37.4%Not comparable
AA Agentic IndexSource 27.4%Not comparable
τ²-bench resultsSource 83.3%Not comparable
GDPval-AASource 1164Not comparable
AA BriefcaseSource 870Not comparable
AA EnterpriseOps-GymSource 28.9%Not comparable
AA Harvey LABSource 3.3%Not comparable
AA Tau3 BankingSource 13.8%Not comparable
Claw-EvalSource 69.8%Not comparable
CodingOrnith-1.0-35B wins
BenchmarkNemotron 3 UltraOrnith-1.0-35BResult
SWE-bench VerifiedSource 71.9%75.6%Ornith-1.0-35B leads
SWE MultilingualSource 67.7%69.3%Ornith-1.0-35B leads
LiveCodeBench v6Source 89.0%Not comparable
SciCodeSource 44.6%Not comparable
Terminal-Bench 2.0Source 56.4%64.2%Ornith-1.0-35B leads
AA Coding IndexSource 49.3%Not comparable
Terminal-Bench HardSource 36.4%Not comparable
AA-SciCodeSource 39.9%Not comparable
SWE-bench ProSource 50.4%Not comparable
NL2RepoSource 34.6%Not comparable
Reasoning
BenchmarkNemotron 3 UltraOrnith-1.0-35BResult
AA-LCRSource 67.0%Not comparable
CritPtSource 3.1%Not comparable
LongBench v2Source 61.9%Not comparable
Knowledge
BenchmarkNemotron 3 UltraOrnith-1.0-35BResult
GPQASource 87%Not comparable
GPQA-DSource 87.0%Not comparable
HLESource 26.7%Not comparable
HLE w/o toolsSource 26.7%Not comparable
MMLU-ProSource 86.8%Not comparable
AA-Omniscience AccuracySource 21.6%Not comparable
Artificial Analysis Intelligence IndexSource 37.8%Not comparable
AA-GPQA DiamondSource 86.7%Not comparable
AA-HLESource 26.6%Not comparable
AA-Omniscience IndexSource -0.8%Not comparable
AA-Omniscience Hallucination RateSource 28.5%Not comparable
AA Openness IndexSource 83.3%Not comparable
Multilingual
BenchmarkNemotron 3 UltraOrnith-1.0-35BResult
MMLU-ProXSource 83%Not comparable
Multimodal
BenchmarkNemotron 3 UltraOrnith-1.0-35BResult
Design Arena WebsiteSource 1132Not comparable
Inst. Following
BenchmarkNemotron 3 UltraOrnith-1.0-35BResult
IFBenchSource 81.7%Not comparable
AA-IFBenchSource 81.4%Not comparable
Frequently Asked Questions (3)

Which is better, Nemotron 3 Ultra or Ornith-1.0-35B?

Ornith-1.0-35B is ahead on BenchLM's provisional leaderboard, 62 to 61. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 56.4% and 64.2%.

Which is better for coding, Nemotron 3 Ultra or Ornith-1.0-35B?

Ornith-1.0-35B has the edge for coding in this comparison, averaging 65.9 versus 58.3. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Nemotron 3 Ultra or Ornith-1.0-35B?

Ornith-1.0-35B has the edge for agentic tasks in this comparison, averaging 64.2 versus 51.3. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

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Last updated: July 16, 2026

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