Model comparison
Holo3.1-35B-A3B-NVFP4 vs Qwen3 235B 2507 (Reasoning)
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Holo3.1-35B-A3B-NVFP4 unranked (Not scored); Qwen3 235B 2507 (Reasoning) #66 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Holo3.1-35B-A3B-NVFP4 and Qwen3 235B 2507 (Reasoning) share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Holo3.1-35B-A3B-NVFP4; 2 to Qwen3 235B 2507 (Reasoning).
Updated July 21, 2026- Shared results
- 0
- Holo3.1-35B-A3B-NVFP4 only
- 0
- Qwen3 235B 2507 (Reasoning) only
- 2
- Comparable categories
- 0 / 8
Benchmark data for Holo3.1-35B-A3B-NVFP4 and Qwen3 235B 2507 (Reasoning) 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 Holo3.1-35B-A3B-NVFP4 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.
Holo3.1-35B-A3B-NVFP4 has the larger context window at 262K, compared with 128K for Qwen3 235B 2507 (Reasoning).
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Holo3.1-35B-A3B-NVFP4 | Qwen3 235B 2507 (Reasoning) | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Holo3.1-35B-A3B-NVFP4$0 input / $0 output | Qwen3 235B 2507 (Reasoning)$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | Holo3.1-35B-A3B-NVFP4Not available | Qwen3 235B 2507 (Reasoning)Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Holo3.1-35B-A3B-NVFP4Not available | Qwen3 235B 2507 (Reasoning)Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Holo3.1-35B-A3B-NVFP4262K | Qwen3 235B 2507 (Reasoning)128K | Holo3.1-35B-A3B-NVFP4 lists the larger context window. |
Benchmark Deep Dive
Frequently Asked Questions (3)
Can I compare Holo3.1-35B-A3B-NVFP4 and Qwen3 235B 2507 (Reasoning) 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 Holo3.1-35B-A3B-NVFP4 and Qwen3 235B 2507 (Reasoning) today?
Holo3.1-35B-A3B-NVFP4: $0.00 input / $0.00 output per 1M tokens Qwen3 235B 2507 (Reasoning): $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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