# Ornith-1.5-9B vs Qwen3.5-122B-A10B

> Side-by-side benchmark comparison for Ornith-1.5-9B and Qwen3.5-122B-A10B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ornith-1-5-9b-vs-qwen3-5-122b-a10b
- Last updated: October 2, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ornith-1.5-9B and Qwen3.5-122B-A10B share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | Ornith-1.5-9B | Qwen3.5-122B-A10B |
|----------|----------|----------|
| Creator | Ornith AI | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 262K |
| Independent public score (not head-to-head) | 28.63 | 41.66 |
| Benchmarks Covered | 16 | 15 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ornith-1.5-9B public-lane score: 18 (Estimated · #101/119)
- Qwen3.5-122B-A10B public-lane score: 22.6 (Estimated · #96/119)

| Benchmark | Ornith-1.5-9B | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 46.2% | Coming soon | Coming soon |
| HLE w/ tools | 30.5% | Coming soon | Coming soon |
| MCP Atlas | 54.2% | Coming soon | Coming soon |
| Toolathlon-Verified | 41.2% | Coming soon | Coming soon |
| WideResearch | 59.5% | Coming soon | Coming soon |
| BrowseComp | 56.4% | 63.8% | Qwen3.5-122B-A10B |
| Claw-Eval | 66.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 49.4% | Coming soon |
| OSWorld-Verified | Coming soon | 58% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ornith-1.5-9B public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 35.4 (Supported · #81/144)

| Benchmark | Ornith-1.5-9B | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 46.2% | Coming soon | Coming soon |
| SWE-bench Verified | 70.6% | 72% | Qwen3.5-122B-A10B |
| SWE-bench Pro | 47.5% | Coming soon | Coming soon |
| SWE Multilingual | 54.4% | Coming soon | Coming soon |
| NL2Repo | 32.4% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ornith-1.5-9B public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 49.9 (Unranked · 3 rankable rows)

| Benchmark | Ornith-1.5-9B | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 60.2% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ornith-1.5-9B public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 58 (#33/49)

| Benchmark | Ornith-1.5-9B | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 83.9% | Coming soon |
| MMVU | Coming soon | 74.7% | Coming soon |
| MathVision | Coming soon | 86.2% | Coming soon |
| CharXiv | Coming soon | 77.2% | Coming soon |
| V* | Coming soon | 93.2% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ornith-1.5-9B public-lane score: 30.6 (Estimated · #134/171)
- Qwen3.5-122B-A10B public-lane score: 42.3 (Supported · #93/171)

| Benchmark | Ornith-1.5-9B | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 86.4% | 86.6% | Qwen3.5-122B-A10B |
| GPQA-D | 86.4% | Coming soon | Coming soon |
| HLE | 20.2% | Coming soon | Coming soon |
| HLE w/o tools | 20.2% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 86.7% | Coming soon |
| SuperGPQA | Coming soon | 67.1% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Ornith-1.5-9B public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 87.1 (#9/16)

| Benchmark | Ornith-1.5-9B | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 82.2% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ornith-1.5-9B public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 91.6 (#11/125)

| Benchmark | Ornith-1.5-9B | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 93.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ornith-1.5-9B and Qwen3.5-122B-A10B?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Ornith-1.5-9B vs Ornith-1.5-397B](/compare/ornith-1-5-397b-vs-ornith-1-5-9b)
- [Qwen3.5-122B-A10B vs Ornith-1.5-397B](/compare/ornith-1-5-397b-vs-qwen3-5-122b-a10b)
- [Ornith-1.5-9B vs Ornith-1.5-35B-A3B](/compare/ornith-1-5-35b-a3b-vs-ornith-1-5-9b)
- [Qwen3.5-122B-A10B vs Ornith-1.5-35B-A3B](/compare/ornith-1-5-35b-a3b-vs-qwen3-5-122b-a10b)

## Explore More

- [Ornith-1.5-9B profile](/models/ornith-1-5-9b)
- [Qwen3.5-122B-A10B profile](/models/qwen3-5-122b-a10b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)