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Model comparison

GLM-5 vs Nemotron 3 Nano Omni 30B A3B

Data verified

Head-to-head evidence from 14 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

Z.AI
65.24/100
Margin
21.9pts
← winning
2 category wins1 category wins

Public leaderboard positions: GLM-5 #31 (Supported); Nemotron 3 Nano Omni 30B A3B #159 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GLM-5 and Nemotron 3 Nano Omni 30B A3B share 14 comparable benchmark results. 3 of 8 categories are comparable. 35 results are unique to GLM-5; 15 to Nemotron 3 Nano Omni 30B A3B.

Updated July 27, 2026
Shared results
14
GLM-5 only
35
Nemotron 3 Nano Omni 30B A3B only
15
Comparable categories
3 / 8

Pick GLM-5 if you want the stronger benchmark profile. Nemotron 3 Nano Omni 30B A3B only becomes the better choice if knowledge is the priority or you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 5 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GLM-5 is clearly ahead on the BenchAlign aggregate, 65.24 to 43.32. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GLM-5's sharpest advantage is in coding, where it averages 66.3 against 32. The single biggest benchmark swing on the page is GPQA, 86% to 72.2%. Nemotron 3 Nano Omni 30B A3B does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.

GLM-5 is also the more expensive model on tokens at $1.00 input / $3.20 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Nemotron 3 Nano Omni 30B A3B. That is roughly Infinityx on output cost alone. Nemotron 3 Nano Omni 30B A3B is the reasoning model in the pair, while GLM-5 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Nemotron 3 Nano Omni 30B A3B gives you the larger context window at 256K, compared with 200K for GLM-5.

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 GLM-5 and Nemotron 3 Nano Omni 30B A3B
CategoryGLM-5ΔNemotron 3 Nano Omni 30B A3B
CodingGLM-566.3Margin 34.3Nemotron 3 Nano Omni 30B A3B32.0
Inst. FollowingGLM-592.6Margin 18.4Nemotron 3 Nano Omni 30B A3B74.2
KnowledgeGLM-566.4Margin 9.9Nemotron 3 Nano Omni 30B A3B76.3
AgenticGLM-556.2MarginNo overlapNemotron 3 Nano Omni 30B A3BNot measured
ReasoningGLM-560.8MarginNo overlapNemotron 3 Nano Omni 30B A3BNot measured
MathGLM-556.3MarginNo overlapNemotron 3 Nano Omni 30B A3BNot measured
MultilingualGLM-583.1MarginNo overlapNemotron 3 Nano Omni 30B A3BNot measured
MultimodalGLM-5Not measuredMarginNo overlapNemotron 3 Nano Omni 30B A3B76.3

Decisive benchmark drivers

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

More
A · GLM-5B · Nemotron 3 Nano Omni 30B A3B
  1. GPQA

    Knowledge
    Source ↗
    A 86%B 72.2%
    Winner: GLM-5Δ 13.8
    GPQA: GLM-5 scored 86%; Nemotron 3 Nano Omni 30B A3B scored 72.2%. GLM-5 wins this benchmark.
  2. MMLU-Pro

    Knowledge
    Source ↗
    A 85.7%B 77.3%
    Winner: GLM-5Δ 8.4
    MMLU-Pro: GLM-5 scored 85.7%; Nemotron 3 Nano Omni 30B A3B scored 77.3%. GLM-5 wins this benchmark.

Operational comparison

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

MetricGLM-5Nemotron 3 Nano Omni 30B A3BComparison
Input / output priceUSD per 1M tokensGLM-5$1 input / $3.2 outputNemotron 3 Nano Omni 30B A3B$0 input / $0 outputNemotron 3 Nano Omni 30B A3B has the lower combined listed price.
Generation speedtokens per secondGLM-574 tok/sNemotron 3 Nano Omni 30B A3BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGLM-51.64 sNemotron 3 Nano Omni 30B A3BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGLM-5200KNemotron 3 Nano Omni 30B A3B256KNemotron 3 Nano Omni 30B A3B lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
Terminal-Bench 2.0Source 56.2%Not comparable
Claw-EvalSource 57.7%Not comparable
QwenClawBenchSource 54.1%Not comparable
τ³-bench resultsSource 65.6%Not comparable
DeepPlanningSource 14.6%Not comparable
ToolathlonSource 38%Not comparable
MCP AtlasSource 31.1%Not comparable
MCP-TasksSource 60.8%Not comparable
WideResearchSource 69.8%Not comparable
τ²-bench resultsSource 98.2%45.3%GLM-5 leads
CyberGymSource 43.2%Not comparable
APEX-Agents-AASource 14.5%Not comparable
Gert LabsSource 50.99%Not comparable
OSWorldSource 47.4%Not comparable
GDPval-AASource 0.0%Not comparable
GDPval-AASource 465Not comparable
CodingGLM-5 wins
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
SWE-bench VerifiedSource 77.8%Not comparable
SWE-bench Verified*Source 72.8%Not comparable
SWE-bench ProSource 55.1%Not comparable
SWE MultilingualSource 73.3%Not comparable
SWE-RebenchSource 62.8%Not comparable
React Native EvalsSource 74.8%Not comparable
AA-SciCodeSource 46.2%27.8%GLM-5 leads
SciCodeSource 32%Not comparable
AA Coding IndexSource 13.8%Not comparable
Reasoning
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
LongBench v2Source 60.8%Not comparable
AI-NeedleSource 63.3%Not comparable
AA-LCRSource 63.3%35.7%GLM-5 leads
CritPtSource 2.0%0.0%GLM-5 leads
KnowledgeNemotron 3 Nano Omni 30B A3B wins
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
GPQASource 86%72.2%GLM-5 leads
GPQA-DSource 86.0%72.2%GLM-5 leads
SuperGPQASource 66.8%Not comparable
MMLU-ProSource 85.7%77.3%GLM-5 leads
MMLU-Pro (Arcee)Source 85.8%Not comparable
HLESource 50.4%Not comparable
Artificial Analysis Intelligence IndexSource 39.5%14.9%GLM-5 leads
AA-GPQA DiamondSource 82.0%46.9%GLM-5 leads
AA-HLESource 27.2%5.3%GLM-5 leads
AA-Omniscience IndexSource 2.0%-56.0%GLM-5 leads
AA-Omniscience AccuracySource 26.9%14.8%GLM-5 leads
AA-Omniscience Hallucination RateSource 34.0%83.1%GLM-5 leads
Math
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
AIME26Source 95.8%Not comparable
AIME25 (Arcee)Source 93.3%Not comparable
HMMT Feb 2025Source 97.5%Not comparable
HMMT Nov 2025Source 96.9%Not comparable
HMMT Feb 2026Source 86.4%Not comparable
MMAnswerBenchSource 82.5%Not comparable
FrontierMath v2 (Tiers 1-3)Source 16.434%Not comparable
FrontierMath v2 (Tier 4)Source 2.100%Not comparable
AIME 2025Source 82.1%Not comparable
Multilingual
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
MMLU-ProXSource 83.1%Not comparable
NOVA-63Source 55.1%Not comparable
Multimodal
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
Design Arena WebsiteSource 1274Not comparable
MMMUSource 70.8%Not comparable
MMLongBench-DocSource 57.5%Not comparable
CharXivSource 76.3%Not comparable
ScreenSpot ProSource 57.8%Not comparable
Video-MME (w/o subtitle)Source 72.2%Not comparable
AI2D_TESTSource 88.5%Not comparable
RefCOCO (avg)Source 90.5%Not comparable
AA-MMMU-ProSource 53.2%Not comparable
Inst. FollowingGLM-5 wins
BenchmarkGLM-5Nemotron 3 Nano Omni 30B A3BResult
IFEvalSource 92.6%Not comparable
AA-IFBenchSource 72.3%63.2%GLM-5 leads
IFBenchSource 74.2%Not comparable
Frequently Asked Questions (4)

Which is better, GLM-5 or Nemotron 3 Nano Omni 30B A3B?

GLM-5 is ahead on BenchLM's BenchAlign leaderboard, 65.24 to 43.32. The biggest single separator in this matchup is GPQA, where the scores are 86% and 72.2%.

Which is better for knowledge tasks, GLM-5 or Nemotron 3 Nano Omni 30B A3B?

Nemotron 3 Nano Omni 30B A3B has the edge for knowledge tasks in this comparison, averaging 76.3 versus 66.4. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.

Which is better for coding, GLM-5 or Nemotron 3 Nano Omni 30B A3B?

GLM-5 has the edge for coding in this comparison, averaging 66.3 versus 32. Inside this category, AA-SciCode is the benchmark that creates the most daylight between them.

Which is better for instruction following, GLM-5 or Nemotron 3 Nano Omni 30B A3B?

GLM-5 has the edge for instruction following in this comparison, averaging 92.6 versus 74.2. Inside this category, AA-IFBench is the benchmark that creates the most daylight between them.

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Last updated: July 27, 2026

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