# Inkling vs Qwen3.5-35B-A3B

> Side-by-side benchmark comparison for Inkling and Qwen3.5-35B-A3B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/inkling-vs-qwen3-5-35b-a3b
- Last updated: October 14, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Inkling if you want the stronger benchmark profile. Qwen3.5-35B-A3B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Inkling leads overall 52.13 to 45.87.
- The clearest category separation is in reasoning, where the averages are 79 for Inkling and 65.3 for Qwen3.5-35B-A3B.
- The biggest single benchmark swing is BrowseComp in Agentic, with scores of 77.1% and 61%.
- Qwen3.5-35B-A3B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Inkling also has the larger context window at 1M.

## Model Snapshot

| Property | Inkling | Qwen3.5-35B-A3B |
|----------|----------|----------|
| Creator | Thinking Machines Lab | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 262K |
| Overall Score | 52.13 | 45.87 |
| Benchmarks Covered | 24 | 20 |
| Pricing (input/output) | $1.87 / $4.68 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Inkling public-lane score: 36.2 (Supported · #72/124)
- Qwen3.5-35B-A3B public-lane score: 33 (Estimated · #80/124)

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 63.8% | Coming soon | Coming soon |
| BrowseComp | 77.1% | 61% | Inkling |
| MCP Atlas | 74.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 47.6% | Coming soon | Coming soon |
| CWE-bench v1 | 37.0% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 40.5% | Coming soon |
| OSWorld-Verified | Coming soon | 54.5% | Coming soon |
| Gert Labs | Coming soon | 28.96% | Coming soon |

### Coding

- Winner: Directional only
- Inkling public-lane score: 34 (Supported · #80/149)
- Qwen3.5-35B-A3B public-lane score: 26.3 (Estimated · #102/149)

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.6% | 69.2% | Inkling |
| SWE-bench Pro | 54.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 63.8% | Coming soon | Coming soon |
| FrontierSWE v2 | 4.1% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 85.5% | Coming soon | Coming soon |
| SWE-bench (Vals) | 77.6% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 74.6% | Coming soon |
| SWE-Rebench | Coming soon | 53.7% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 40.5% | Coming soon |

### Reasoning

- Winner: Not comparable
- Inkling public-lane score: 79 (#14/29)
- Qwen3.5-35B-A3B public-lane score: 65.3 (Unranked · 3 rankable rows)

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 59% | Coming soon |

### Multimodal & Grounded

- Winner: Inkling
- Inkling public-lane score: 67.5 (#35/54)
- Qwen3.5-35B-A3B public-lane score: 64.6 (#42/54)

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 73.5% | 75.1% | Qwen3.5-35B-A3B |
| CharXiv | 82% | 77.5% | Inkling |
| CharXiv w/o tools | 78.1% | Coming soon | Coming soon |
| MMMU | Coming soon | 81.4% | Coming soon |
| MMVU | Coming soon | 72.3% | Coming soon |
| MathVision | Coming soon | 83.9% | Coming soon |
| V* | Coming soon | 92.7% | Coming soon |

### Knowledge

- Winner: Inkling
- Inkling public-lane score: 54.5 (Supported · #62/181)
- Qwen3.5-35B-A3B public-lane score: 43.6 (Supported · #104/181)

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.9% | 84.2% | Inkling |
| GPQA-D | 87.9% | Coming soon | Coming soon |
| HLE | 46% | Coming soon | Coming soon |
| HLE w/o tools | 30% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 87.1% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 86.3% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 85.3% | Coming soon |
| SuperGPQA | Coming soon | 63.4% | Coming soon |

### Multilingual

- Winner: Not comparable
- Inkling public-lane score: Coming soon
- Qwen3.5-35B-A3B public-lane score: 83.8 (#11/17)

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 81% | Coming soon |

### Instruction Following

- Winner: Directional only
- Inkling public-lane score: 87.6 (#35/128)
- Qwen3.5-35B-A3B public-lane score: 88.8 (#32/128)

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.8% | Coming soon | Coming soon |
| IFEval | Coming soon | 91.9% | Coming soon |

### Mathematics

- Winner: Not comparable
- Inkling public-lane score: 58.3 (#11/12)
- Qwen3.5-35B-A3B public-lane score: Coming soon

| Benchmark | Inkling | Qwen3.5-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 97.1% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 33.333% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 4.878% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Inkling or Qwen3.5-35B-A3B?

Inkling is ahead overall on BenchLM right now.

### Where is the biggest gap between Inkling and Qwen3.5-35B-A3B?

The widest category gap is in reasoning, where the averages are 79 for Inkling and 65.3 for Qwen3.5-35B-A3B.

### How many benchmarks does Inkling cover on BenchLM?

Inkling currently has 24 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.5-35B-A3B cover on BenchLM?

Qwen3.5-35B-A3B currently has 20 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)
- [Qwen3.5-35B-A3B vs Inkling-Small](/compare/inkling-small-vs-qwen3-5-35b-a3b)
- [Inkling vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-inkling)
- [Qwen3.5-35B-A3B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-5-35b-a3b)

## Explore More

- [Inkling profile](/models/inkling)
- [Qwen3.5-35B-A3B profile](/models/qwen3-5-35b-a3b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)