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Model comparison

Nemotron 3 Ultra vs Qwen2.5-VL-32B

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
N/A
0 category wins0 category wins

Public leaderboard positions: Nemotron 3 Ultra unranked (Not scored); Qwen2.5-VL-32B #175 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Nemotron 3 Ultra and Qwen2.5-VL-32B share 0 comparable benchmark results. 0 of 8 categories are comparable. 38 results are unique to Nemotron 3 Ultra; 0 to Qwen2.5-VL-32B.

Updated July 21, 2026
Shared results
0
Nemotron 3 Ultra only
38
Qwen2.5-VL-32B only
0
Comparable categories
0 / 8

Benchmark data for Nemotron 3 Ultra and Qwen2.5-VL-32B 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 Qwen2.5-VL-32B yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Nemotron 3 Ultra has the larger context window at 1M, compared with 32K for Qwen2.5-VL-32B.

Operational comparison

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

MetricNemotron 3 UltraQwen2.5-VL-32BComparison
Input / output priceUSD per 1M tokensNemotron 3 Ultra$0 input / $0 outputQwen2.5-VL-32B$0 input / $0 outputListed prices are equal.
Generation speedtokens per secondNemotron 3 UltraNot availableQwen2.5-VL-32BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenNemotron 3 UltraNot availableQwen2.5-VL-32BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensNemotron 3 Ultra1MQwen2.5-VL-32B32KNemotron 3 Ultra lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkNemotron 3 UltraQwen2.5-VL-32BResult
Terminal-Bench 2.0Source 56.4%—Not comparable
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 1164—Not comparable
AA BriefcaseSource 870—Not comparable
AA EnterpriseOps-GymSource 28.9%—Not comparable
AA Harvey LABSource 81.7%—Not comparable
terminalBenchHardSource 36.4%—Not comparable
Coding
BenchmarkNemotron 3 UltraQwen2.5-VL-32BResult
SWE-bench VerifiedSource 71.9%—Not comparable
SWE MultilingualSource 67.7%—Not comparable
SciCodeSource 44.6%—Not comparable
Terminal-Bench 2.0Source 56.4%—Not comparable
AA Coding IndexSource 49.3%—Not comparable
AA-SciCodeSource 39.9%—Not comparable
Reasoning
BenchmarkNemotron 3 UltraQwen2.5-VL-32BResult
AA-LCRSource 67.0%—Not comparable
CritPtSource 3.1%—Not comparable
LongBench v2Source 61.9%—Not comparable
Knowledge
BenchmarkNemotron 3 UltraQwen2.5-VL-32BResult
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 UltraQwen2.5-VL-32BResult
MMLU-ProXSource 83%—Not comparable
Multimodal
BenchmarkNemotron 3 UltraQwen2.5-VL-32BResult
Design Arena WebsiteSource 1129—Not comparable
Inst. Following
BenchmarkNemotron 3 UltraQwen2.5-VL-32BResult
IFBenchSource 81.7%—Not comparable
AA-IFBenchSource 81.4%—Not comparable
Frequently Asked Questions (3)

Can I compare Nemotron 3 Ultra and Qwen2.5-VL-32B 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 Nemotron 3 Ultra and Qwen2.5-VL-32B today?

Nemotron 3 Ultra: $0.00 input / $0.00 output per 1M tokens Qwen2.5-VL-32B: $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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