Model comparison
Nemotron 3 Nano Omni 30B A3B vs ZAYA1-8B
Head-to-head evidence from 4 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Nemotron 3 Nano Omni 30B A3B #151 (Estimated); ZAYA1-8B unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Nemotron 3 Nano Omni 30B A3B and ZAYA1-8B share 4 comparable benchmark results. 2 of 8 categories are comparable. 25 results are unique to Nemotron 3 Nano Omni 30B A3B; 7 to ZAYA1-8B.
Updated July 23, 2026- Shared results
- 4
- Nemotron 3 Nano Omni 30B A3B only
- 25
- ZAYA1-8B only
- 7
- Comparable categories
- 2 / 8
Treat this as a split decision. Nemotron 3 Nano Omni 30B A3B makes more sense if instruction following is the priority or you need the larger 256K context window; ZAYA1-8B is the better fit if its strengths line up with your actual workload.
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
Nemotron 3 Nano Omni 30B A3B and ZAYA1-8B 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.
Nemotron 3 Nano Omni 30B A3B gives you the larger context window at 256K, compared with 131K for ZAYA1-8B.
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 | Nemotron 3 Nano Omni 30B A3B | Δ | ZAYA1-8B |
|---|---|---|---|
| Inst. Following | Nemotron 3 Nano Omni 30B A3B74.2 | Margin← 10.1 | ZAYA1-8B64.1 |
| Knowledge | Nemotron 3 Nano Omni 30B A3B76.3 | Margin← 2.7 | ZAYA1-8B73.6 |
| Coding | Nemotron 3 Nano Omni 30B A3B32.0 | MarginNo overlap | ZAYA1-8BNot measured |
| Math | Nemotron 3 Nano Omni 30B A3BNot measured | MarginNo overlap | ZAYA1-8B80.4 |
| Multimodal | Nemotron 3 Nano Omni 30B A3B76.3 | MarginNo overlap | ZAYA1-8BNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
IFBench
Inst. FollowingA 74.2%B 52.6%Winner: Nemotron 3 Nano Omni 30B A3BΔ 21.6IFBench: Nemotron 3 Nano Omni 30B A3B scored 74.2%; ZAYA1-8B scored 52.6%. Nemotron 3 Nano Omni 30B A3B wins this benchmark. - Source ↗
MMLU-Pro
KnowledgeA 77.3%B 74.2%Winner: Nemotron 3 Nano Omni 30B A3BΔ 3.1MMLU-Pro: Nemotron 3 Nano Omni 30B A3B scored 77.3%; ZAYA1-8B scored 74.2%. Nemotron 3 Nano Omni 30B A3B wins this benchmark. - Source ↗
GPQA
KnowledgeA 72.2%B 71%Winner: Nemotron 3 Nano Omni 30B A3BΔ 1.2GPQA: Nemotron 3 Nano Omni 30B A3B scored 72.2%; ZAYA1-8B scored 71%. Nemotron 3 Nano Omni 30B A3B wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Nemotron 3 Nano Omni 30B A3B | ZAYA1-8B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Nemotron 3 Nano Omni 30B A3B$0 input / $0 output | ZAYA1-8B$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | Nemotron 3 Nano Omni 30B A3BNot available | ZAYA1-8BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Nemotron 3 Nano Omni 30B A3BNot available | ZAYA1-8BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Nemotron 3 Nano Omni 30B A3B256K | ZAYA1-8B131K | Nemotron 3 Nano Omni 30B A3B lists the larger context window. |
Benchmark Deep Dive
Agentic5 benchmarks
Coding4 benchmarks
Reasoning2 benchmarks
KnowledgeNemotron 3 Nano Omni 30B A3B wins9 benchmarks
| Benchmark | Nemotron 3 Nano Omni 30B A3B | ZAYA1-8B | Result |
|---|---|---|---|
| MMLU-ProSource | 77.3% | 74.2% | Nemotron 3 Nano Omni 30B A3B leads |
| GPQASource | 72.2% | 71% | Nemotron 3 Nano Omni 30B A3B leads |
| GPQA-DSource | 72.2% | 71.0% | Nemotron 3 Nano Omni 30B A3B leads |
| Artificial Analysis Intelligence IndexSource | 14.9% | — | Not comparable |
| AA-GPQA DiamondSource | 46.9% | — | Not comparable |
| AA-HLESource | 5.3% | — | Not comparable |
| AA-Omniscience IndexSource | -56.0% | — | Not comparable |
| AA-Omniscience AccuracySource | 14.8% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 83.1% | — | Not comparable |
Math5 benchmarks
Multimodal8 benchmarks
| Benchmark | Nemotron 3 Nano Omni 30B A3B | ZAYA1-8B | Result |
|---|---|---|---|
| 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 |
Frequently Asked Questions (3)
Which is better, Nemotron 3 Nano Omni 30B A3B or ZAYA1-8B?
Nemotron 3 Nano Omni 30B A3B and ZAYA1-8B 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 knowledge tasks, Nemotron 3 Nano Omni 30B A3B or ZAYA1-8B?
Nemotron 3 Nano Omni 30B A3B has the edge for knowledge tasks in this comparison, averaging 76.3 versus 73.6. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.
Which is better for instruction following, Nemotron 3 Nano Omni 30B A3B or ZAYA1-8B?
Nemotron 3 Nano Omni 30B A3B has the edge for instruction following in this comparison, averaging 74.2 versus 64.1. Inside this category, IFBench is the benchmark that creates the most daylight between them.
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