# Qwen3 235B-A22B vs Ternary Bonsai 2 27B

> Side-by-side benchmark comparison for Qwen3 235B-A22B and Ternary Bonsai 2 27B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-235b-a22b-vs-ternary-bonsai-2-27b
- Last updated: October 14, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Qwen3 235B-A22B leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Qwen3 235B-A22B has the higher overall point estimate 61 to 53.66. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is AIME 2025 in Mathematics, with scores of 24.7% and 95%.
- Ternary Bonsai 2 27B also has the larger context window at 262K.

## Model Snapshot

| Property | Qwen3 235B-A22B | Ternary Bonsai 2 27B |
|----------|----------|----------|
| Creator | Alibaba | Prism ML |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 262K |
| Overall Score | null | 53.66 |
| Benchmarks Covered | 11 | 21 |
| Pricing (input/output) | N/A | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: Coming soon

| Benchmark | Qwen3 235B-A22B | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| BFCL v3 | 68.0% | 74.9% | Ternary Bonsai 2 27B |
| τ²-bench results | Coming soon | 80.2% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 52.8% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: Coming soon

| Benchmark | Qwen3 235B-A22B | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v5 | 35.3% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 90.1% | Coming soon |
| BigCodeBench | Coming soon | 58.1% | Coming soon |
| SWE-bench Verified | Coming soon | 60.8% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 52.8% | Coming soon |

### Reasoning

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: 78.8 (Unranked · 1 rankable row)

### Multimodal & Grounded

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: Coming soon

| Benchmark | Qwen3 235B-A22B | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| CharXiv (overall) | Coming soon | 80.0% | Coming soon |
| A-OKVQA | Coming soon | 86.8% | Coming soon |
| OmniDocBench 1.6 | Coming soon | 89.1% | Coming soon |
| RealWorldQA | Coming soon | 80.1% | Coming soon |
| OCRBench V2 | Coming soon | 56.9% | Coming soon |

### Knowledge

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: Coming soon

| Benchmark | Qwen3 235B-A22B | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Redux | 89.2% | 89.1% | Qwen3 235B-A22B |
| GPQA | 62.9% | 85.8% | Ternary Bonsai 2 27B |
| C-Eval | 86.1% | Coming soon | Coming soon |
| MMMLU | 79.8% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 85.8% | Coming soon |

### Multilingual

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: Coming soon

| Benchmark | Qwen3 235B-A22B | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| INCLUDE | 75.6% | Coming soon | Coming soon |

### Instruction Following

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: 74 (#66/128)

| Benchmark | Qwen3 235B-A22B | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 83.2% | 91.3% | Ternary Bonsai 2 27B |
| IFBench | Coming soon | 74% | Coming soon |

### Mathematics

- Winner: Not comparable
- Qwen3 235B-A22B public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: 86.2 (Unranked · 4 rankable rows)

| Benchmark | Qwen3 235B-A22B | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 91.2% | 98.8% | Ternary Bonsai 2 27B |
| AIME 2024 | 40.1% | Coming soon | Coming soon |
| AIME 2025 | 24.7% | 95% | Ternary Bonsai 2 27B |
| GSM8K | Coming soon | 96.7% | Coming soon |
| AIME26 | Coming soon | 95.8% | Coming soon |

## FAQ

### Which is better overall, Qwen3 235B-A22B or Ternary Bonsai 2 27B?

Qwen3 235B-A22B has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Qwen3 235B-A22B cover on BenchLM?

Qwen3 235B-A22B currently has 11 sourced benchmark scores on BenchLM.

### How many benchmarks does Ternary Bonsai 2 27B cover on BenchLM?

Ternary Bonsai 2 27B currently has 21 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Qwen3 235B-A22B vs Qwen3 235B-A22B (Reasoning)](/compare/qwen3-235b-a22b-vs-qwen3-235b-a22b-reasoning)
- [Ternary Bonsai 2 27B vs Qwen3 235B-A22B (Reasoning)](/compare/qwen3-235b-a22b-reasoning-vs-ternary-bonsai-2-27b)
- [Qwen3 235B-A22B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-235b-a22b)
- [Ternary Bonsai 2 27B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ternary-bonsai-2-27b)

## Explore More

- [Qwen3 235B-A22B profile](/models/qwen3-235b-a22b)
- [Ternary Bonsai 2 27B profile](/models/ternary-bonsai-2-27b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)