Model comparison
Ornith-1.0-397B 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: Ornith-1.0-397B 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. Ornith-1.0-397B and Qwen3 235B 2507 (Reasoning) share 0 comparable benchmark results. 0 of 8 categories are comparable. 7 results are unique to Ornith-1.0-397B; 2 to Qwen3 235B 2507 (Reasoning).
Updated July 18, 2026- Shared results
- 0
- Ornith-1.0-397B only
- 7
- Qwen3 235B 2507 (Reasoning) only
- 2
- Comparable categories
- 0 / 8
Benchmark data for Ornith-1.0-397B 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Ornith-1.0-397B has the larger context window at 256K, 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 | Ornith-1.0-397B | Qwen3 235B 2507 (Reasoning) | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Ornith-1.0-397B$0 input / $0 output | Qwen3 235B 2507 (Reasoning)$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | Ornith-1.0-397BNot available | Qwen3 235B 2507 (Reasoning)Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Ornith-1.0-397BNot available | Qwen3 235B 2507 (Reasoning)Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Ornith-1.0-397B256K | Qwen3 235B 2507 (Reasoning)128K | Ornith-1.0-397B lists the larger context window. |
Benchmark Deep Dive
Agentic2 benchmarks
Coding5 benchmarks
Frequently Asked Questions (3)
Can I compare Ornith-1.0-397B 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 Ornith-1.0-397B and Qwen3 235B 2507 (Reasoning) today?
Ornith-1.0-397B: $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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