# Ornith-1.0-9B vs Qwen3.7 Plus

> Side-by-side benchmark comparison for Ornith-1.0-9B and Qwen3.7 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ornith-1-0-9b-vs-qwen3-7-plus
- Last updated: September 18, 2026

- Shared sourced benchmarks: 7
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Qwen3.7 Plus if you want the stronger benchmark profile. Ornith-1.0-9B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Qwen3.7 Plus leads overall 61.6 to 35.
- The clearest category separation is in agentic, where the averages are 44.7 for Ornith-1.0-9B and 36.7 for Qwen3.7 Plus.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 43.1% and 70.3%.
- Qwen3.7 Plus also has the larger context window at 1M.

## Model Snapshot

| Property | Ornith-1.0-9B | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | DeepReinforce AI | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 1M |
| Overall Score | null | 61.6 |
| Benchmarks Covered | 7 | 52 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: 44.7 (Estimated · #92/154)
- Qwen3.7 Plus public-lane score: 36.7 (Supported · #133/154)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 43.1% | 70.3% | Qwen3.7 Plus |
| Claw-Eval | 63.1% | 62.7% | Ornith-1.0-9B |
| QwenClawBench | Coming soon | 61.8% | Coming soon |
| BFCL v4 | Coming soon | 72.9% | Coming soon |
| MCP Atlas | Coming soon | 73.2% | Coming soon |
| VITA-Bench | Coming soon | 45.6% | Coming soon |
| DeepPlanning | Coming soon | 62.3% | Coming soon |
| OSWorld-Verified | Coming soon | 73.3% | Coming soon |
| AndroidWorld | Coming soon | 81.0% | Coming soon |
| OSWorld 2.0 | Coming soon | 2.8% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 52.8% | Coming soon |

### Coding

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: 46.4 (Estimated · #86/154)
- Qwen3.7 Plus public-lane score: 52.6 (Estimated · #48/154)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 69.4% | 77.7% | Qwen3.7 Plus |
| SWE-bench Pro | 42.9% | 57.6% | Qwen3.7 Plus |
| SWE Multilingual | 52% | 75.8% | Qwen3.7 Plus |
| NL2Repo | 27.2% | 41.1% | Qwen3.7 Plus |
| Terminal-Bench 2.0 | 43.1% | 70.3% | Qwen3.7 Plus |
| SciCode | Coming soon | 51.3% | Coming soon |
| LiveCodeBench | Coming soon | 89.6% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 72.4 (#18/48)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 79% | Coming soon |
| MathVision | Coming soon | 90.3% | Coming soon |
| CharXiv | Coming soon | 85.9% | Coming soon |
| ERQA | Coming soon | 69.8% | Coming soon |
| MedXpertQA (MM) | Coming soon | 71.0% | Coming soon |
| ScreenSpot Pro | Coming soon | 79.0% | Coming soon |
| SimpleVQA | Coming soon | 81.7% | Coming soon |
| MMSearch-Plus | Coming soon | 41.4% | Coming soon |
| RealWorldQA | Coming soon | 86.9% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 91.4% | Coming soon |
| OCRBench V2 | Coming soon | 70.7% | Coming soon |
| ODINW13 | Coming soon | 51.1% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 88.0% | Coming soon |
| VideoMMMU | Coming soon | 85.4% | Coming soon |
| MLVU (M-Avg) | Coming soon | 87.4% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 74 (Unranked · 3 rankable rows)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 9.1% | Coming soon |
| MRCRv2 | Coming soon | 91.7% | Coming soon |

### Knowledge

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 56.2 (Estimated · #49/184)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 90.3% | Coming soon |
| GPQA-D | Coming soon | 90.3% | Coming soon |
| HLE | Coming soon | 34.7% | Coming soon |
| MMLU-Pro | Coming soon | 88.5% | Coming soon |
| MMLU-Redux | Coming soon | 94.5% | Coming soon |
| SuperGPQA | Coming soon | 71.4% | Coming soon |
| MMMLU | Coming soon | 89.0% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 89.2 (#18/124)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.6% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Multilingual

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 78.9 (#3/12)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 85.4% | Coming soon |
| NOVA-63 | Coming soon | 58.8% | Coming soon |
| INCLUDE | Coming soon | 83.0% | Coming soon |
| MAXIFE | Coming soon | 88.8% | Coming soon |
| PolyMath | Coming soon | 84.0% | Coming soon |

### Mathematics

- Winner: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 78.2 (Unranked · 3 rankable rows)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | Coming soon | 92.9% | Coming soon |
| IMOAnswerBench | Coming soon | 86.0% | Coming soon |
| Apex | Coming soon | 22.7% | Coming soon |

## FAQ

### Which is better overall, Ornith-1.0-9B or Qwen3.7 Plus?

Qwen3.7 Plus is ahead overall on BenchLM right now.

### Where is the biggest gap between Ornith-1.0-9B and Qwen3.7 Plus?

The widest category gap is in agentic, where the averages are 44.7 for Ornith-1.0-9B and 36.7 for Qwen3.7 Plus.

### How many benchmarks does Ornith-1.0-9B cover on BenchLM?

Ornith-1.0-9B currently has 7 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 52 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ornith-1.0-9B vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [Qwen3.7 Plus vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-qwen3-7-plus)
- [Ornith-1.0-9B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-9b)
- [Qwen3.7 Plus vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-qwen3-7-plus)

## Explore More

- [Ornith-1.0-9B profile](/models/ornith-1-0-9b)
- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)