# Ornith-1.0-397B vs Qwen3.6-27B

> Side-by-side benchmark comparison for Ornith-1.0-397B and Qwen3.6-27B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ornith-1-0-397b-vs-qwen3-6-27b
- Last updated: September 27, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick Ornith-1.0-397B if you want the stronger benchmark profile. Qwen3.6-27B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Ornith-1.0-397B leads overall 58 to 46.49.
- The biggest single benchmark swing is NL2Repo in Coding, with scores of 48.2% and 36.2%.
- Qwen3.6-27B also has the larger context window at 262K.

## Model Snapshot

| Property | Ornith-1.0-397B | Qwen3.6-27B |
|----------|----------|----------|
| Creator | DeepReinforce AI | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 262K |
| Overall Score | null | 46.49 |
| Benchmarks Covered | 7 | 39 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Qwen3.6-27B public-lane score: 28.1 (Supported · #71/105)

| Benchmark | Ornith-1.0-397B | Qwen3.6-27B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 77.5% | Coming soon | Coming soon |
| Claw-Eval | 77.1% | 72.4% | Ornith-1.0-397B |
| Terminal-Bench 2.0 | Coming soon | 59.3% | Coming soon |
| QwenClawBench | Coming soon | 53.4% | Coming soon |
| QwenWebBench | Coming soon | 1487 | Coming soon |
| AndroidWorld | Coming soon | 70.3% | Coming soon |
| Gert Labs | Coming soon | 54.84% | Coming soon |

### Coding

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Qwen3.6-27B public-lane score: 37.7 (Supported · #63/135)

| Benchmark | Ornith-1.0-397B | Qwen3.6-27B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 82.4% | 77.2% | Ornith-1.0-397B |
| SWE-bench Pro | 62.2% | 53.5% | Ornith-1.0-397B |
| SWE Multilingual | 78.9% | 71.3% | Ornith-1.0-397B |
| NL2Repo | 48.2% | 36.2% | Ornith-1.0-397B |
| Terminal-Bench 2.1 | 77.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 59.3% | Coming soon |
| LiveCodeBench | Coming soon | 83.9% | Coming soon |
| SWE-bench (Vals) | Coming soon | 70.0% | Coming soon |

### Reasoning

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Qwen3.6-27B public-lane score: 75.2 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Qwen3.6-27B public-lane score: 51.9 (#37/50)

| Benchmark | Ornith-1.0-397B | Qwen3.6-27B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 82.9% | Coming soon |
| MMMU-Pro | Coming soon | 75.8% | Coming soon |
| RealWorldQA | Coming soon | 84.1% | Coming soon |
| DynaMath | Coming soon | 85.6% | Coming soon |
| MStar | Coming soon | 81.4% | Coming soon |
| SimpleVQA | Coming soon | 56.1% | Coming soon |
| CharXiv | Coming soon | 78.4% | Coming soon |
| CC-OCR | Coming soon | 81.2% | Coming soon |
| CountBench | Coming soon | 97.8% | Coming soon |
| RefCOCO (avg) | Coming soon | 92.5% | Coming soon |
| ERQA | Coming soon | 62.5% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 87.7% | Coming soon |
| VideoMMMU | Coming soon | 84.4% | Coming soon |
| MLVU (M-Avg) | Coming soon | 86.6% | Coming soon |
| V* | Coming soon | 94.7% | Coming soon |

### Knowledge

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Qwen3.6-27B public-lane score: 45.7 (Estimated · #72/158)

| Benchmark | Ornith-1.0-397B | Qwen3.6-27B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | Coming soon | 86.2% | Coming soon |
| MMLU-Redux | Coming soon | 93.5% | Coming soon |
| SuperGPQA | Coming soon | 66% | Coming soon |
| C-Eval | Coming soon | 91.4% | Coming soon |
| GPQA | Coming soon | 87.8% | Coming soon |
| HLE | Coming soon | 24% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Qwen3.6-27B public-lane score: 81 (#52/124)

### Mathematics

- Winner: Not comparable
- Ornith-1.0-397B public-lane score: Coming soon
- Qwen3.6-27B public-lane score: 72.1 (Unranked · 5 rankable rows)

| Benchmark | Ornith-1.0-397B | Qwen3.6-27B | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2025 | Coming soon | 93.8% | Coming soon |
| HMMT Nov 2025 | Coming soon | 90.7% | Coming soon |
| HMMT Feb 2026 | Coming soon | 84.3% | Coming soon |
| MMAnswerBench | Coming soon | 80.8% | Coming soon |
| AIME26 | Coming soon | 94.1% | Coming soon |

## FAQ

### Which is better overall, Ornith-1.0-397B or Qwen3.6-27B?

Ornith-1.0-397B is ahead overall on BenchLM right now.

### How many benchmarks does Ornith-1.0-397B cover on BenchLM?

Ornith-1.0-397B currently has 7 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.6-27B cover on BenchLM?

Qwen3.6-27B currently has 39 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ornith-1.0-397B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-397b)
- [Qwen3.6-27B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-qwen3-6-27b)
- [Ornith-1.0-397B vs Ornith-1.0-9B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [Qwen3.6-27B vs Ornith-1.0-9B](/compare/ornith-1-0-9b-vs-qwen3-6-27b)

## Explore More

- [Ornith-1.0-397B profile](/models/ornith-1-0-397b)
- [Qwen3.6-27B profile](/models/qwen3-6-27b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)