# Inkling-Small vs Qwen3.6-35B-A3B

> Side-by-side benchmark comparison for Inkling-Small and Qwen3.6-35B-A3B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/inkling-small-vs-qwen3-6-35b-a3b
- Last updated: September 10, 2026

- Shared sourced benchmarks: 11
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Inkling-Small if you want the stronger benchmark profile. Qwen3.6-35B-A3B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Inkling-Small leads overall 59.25 to 43.82.
- The clearest category separation is in reasoning, where the averages are 42.7 for Inkling-Small and 70.3 for Qwen3.6-35B-A3B.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 47.8% and 21.4%.
- Inkling-Small also has the larger context window at 1M.

## Model Snapshot

| Property | Inkling-Small | Qwen3.6-35B-A3B |
|----------|----------|----------|
| Creator | Thinking Machines Lab | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 262K |
| Overall Score | 59.25 | 43.82 |
| Benchmarks Covered | 25 | 41 |
| Pricing (input/output) | $0.58 / $1.44 | N/A |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Inkling-Small public-lane score: 36.9 (Supported · #128/152)
- Qwen3.6-35B-A3B public-lane score: 40.1 (Estimated · #115/152)

| Benchmark | Inkling-Small | Qwen3.6-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 64.7% | 51.5% | Inkling-Small |
| BrowseComp | 77.4% | Coming soon | Coming soon |
| MCP Atlas | 79.6% | 62.8% | Inkling-Small |
| Toolathlon-Verified | 54.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 55.1% | Coming soon | Coming soon |
| Claw-Eval | Coming soon | 68.7% | Coming soon |
| QwenClawBench | Coming soon | 52.6% | Coming soon |
| QwenWebBench | Coming soon | 1397 | Coming soon |
| τ³-bench results | Coming soon | 67.2% | Coming soon |
| VITA-Bench | Coming soon | 35.6% | Coming soon |
| DeepPlanning | Coming soon | 25.9% | Coming soon |
| Toolathlon | Coming soon | 26.9% | Coming soon |
| WideResearch | Coming soon | 60.1% | Coming soon |
| Gert Labs | Coming soon | 42.65% | Coming soon |

### Coding

- Winner: Coming soon
- Inkling-Small public-lane score: 43.8 (Supported · #97/151)
- Qwen3.6-35B-A3B public-lane score: 44.9 (Estimated · #90/151)

| Benchmark | Inkling-Small | Qwen3.6-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 80.2% | 73.4% | Inkling-Small |
| SWE-bench Pro | 55.9% | 49.5% | Inkling-Small |
| Terminal-Bench 2.0 | 64.7% | 51.5% | Inkling-Small |
| SciCode | 48.7% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 85.9% | Coming soon | Coming soon |
| SWE-bench (Vals) | 82.2% | Coming soon | Coming soon |
| SWE Multilingual | Coming soon | 67.2% | Coming soon |
| LiveCodeBench | Coming soon | 80.4% | Coming soon |
| NL2Repo | Coming soon | 29.4% | Coming soon |

### Multimodal & Grounded

- Winner: Qwen3.6-35B-A3B
- Inkling-Small public-lane score: 48.8 (#39/48)
- Qwen3.6-35B-A3B public-lane score: 50.1 (#37/48)

| Benchmark | Inkling-Small | Qwen3.6-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 74% | 75.3% | Qwen3.6-35B-A3B |
| CharXiv | 81.3% | 78% | Inkling-Small |
| CharXiv w/o tools | 77.4% | Coming soon | Coming soon |
| MMMU | Coming soon | 81.7% | Coming soon |
| RealWorldQA | Coming soon | 85.3% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 89.9% | Coming soon |
| SimpleVQA | Coming soon | 58.9% | Coming soon |
| CC-OCR | Coming soon | 81.9% | Coming soon |
| AI2D_TEST | Coming soon | 92.7% | Coming soon |
| RefCOCO (avg) | Coming soon | 92.0% | Coming soon |
| ODINW13 | Coming soon | 50.8% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 86.6% | Coming soon |
| Video-MME (w/o subtitle) | Coming soon | 82.5% | Coming soon |
| VideoMMMU | Coming soon | 83.7% | Coming soon |
| MLVU (M-Avg) | Coming soon | 86.2% | Coming soon |

### Reasoning

- Winner: Coming soon
- Inkling-Small public-lane score: 42.7 (Unranked · 3 rankable rows)
- Qwen3.6-35B-A3B public-lane score: 70.3 (Unranked · 2 rankable rows)

| Benchmark | Inkling-Small | Qwen3.6-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 40.1% | Coming soon | Coming soon |
| CritPt | 8.3% | Coming soon | Coming soon |

### Knowledge

- Winner: Coming soon
- Inkling-Small public-lane score: 56.5 (Supported · #46/183)
- Qwen3.6-35B-A3B public-lane score: 44.2 (Estimated · #116/183)

| Benchmark | Inkling-Small | Qwen3.6-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 89.5% | 86% | Inkling-Small |
| GPQA-D | 89.5% | Coming soon | Coming soon |
| HLE | 47.8% | 21.4% | Inkling-Small |
| HLE w/o tools | 31.6% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 83.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 85.6% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 85.2% | Coming soon |
| SuperGPQA | Coming soon | 64.7% | Coming soon |
| C-Eval | Coming soon | 90% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Inkling-Small public-lane score: 89.6 (#25/123)
- Qwen3.6-35B-A3B public-lane score: 78.3 (#57/123)

| Benchmark | Inkling-Small | Qwen3.6-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 82.2% | Coming soon | Coming soon |

### Mathematics

- Winner: Coming soon
- Inkling-Small public-lane score: 76.9 (Unranked · 2 rankable rows)
- Qwen3.6-35B-A3B public-lane score: 71.5 (Unranked · 5 rankable rows)

| Benchmark | Inkling-Small | Qwen3.6-35B-A3B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 95.5% | 92.7% | Inkling-Small |
| HMMT Feb 2026 | 90.2% | 83.6% | Inkling-Small |
| HMMT Feb 2025 | Coming soon | 90.7% | Coming soon |
| HMMT Nov 2025 | Coming soon | 89.1% | Coming soon |
| MMAnswerBench | Coming soon | 78.9% | Coming soon |

## FAQ

### Which is better overall, Inkling-Small or Qwen3.6-35B-A3B?

Inkling-Small is ahead overall on BenchLM right now.

### Where is the biggest gap between Inkling-Small and Qwen3.6-35B-A3B?

The widest category gap is in reasoning, where the averages are 42.7 for Inkling-Small and 70.3 for Qwen3.6-35B-A3B.

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

Inkling-Small currently has 25 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.6-35B-A3B cover on BenchLM?

Qwen3.6-35B-A3B currently has 41 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Inkling-Small vs Inkling](/compare/inkling-vs-inkling-small)
- [Qwen3.6-35B-A3B vs Inkling](/compare/inkling-vs-qwen3-6-35b-a3b)
- [Inkling-Small vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-inkling-small)
- [Qwen3.6-35B-A3B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-6-35b-a3b)

## Explore More

- [Inkling-Small profile](/models/inkling-small)
- [Qwen3.6-35B-A3B profile](/models/qwen3-6-35b-a3b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)