# Inkling 2 Small vs Qwen3.5-122B-A10B

> Side-by-side benchmark comparison for Inkling 2 Small and Qwen3.5-122B-A10B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/inkling-2-small-vs-qwen3-5-122b-a10b
- Last updated: November 7, 2026

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

## Quick Verdict

Inkling 2 Small leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Inkling 2 Small has the higher overall point estimate 59.06 to 52.83. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in agentic, where the averages are 59.9 for Inkling 2 Small and 33.2 for Qwen3.5-122B-A10B.
- The biggest single benchmark swing is BrowseComp in Agentic, with scores of 90.2% and 63.8%.
- Qwen3.5-122B-A10B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Inkling 2 Small also has the larger context window at 1M.

## Model Snapshot

| Property | Inkling 2 Small | Qwen3.5-122B-A10B |
|----------|----------|----------|
| Creator | Thinking Machines Lab | Alibaba |
| Type | Proprietary | Open Weight |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 262K |
| Overall Score | 59.06 | 52.83 |
| Benchmarks Covered | 25 | 18 |
| Pricing (input/output) | $0.30 / $1.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Inkling 2 Small public-lane score: 59.9 (Supported · #26/131)
- Qwen3.5-122B-A10B public-lane score: 33.2 (Estimated · #94/131)

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 85.1% | Coming soon | Coming soon |
| BrowseComp | 90.2% | 63.8% | Inkling 2 Small |
| DeepSearchQA | 90.9% | Coming soon | Coming soon |
| MCP Atlas | 85% | Coming soon | Coming soon |
| JobBench | 70.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 49.4% | Coming soon |
| OSWorld-Verified | Coming soon | 58% | Coming soon |

### Coding

- Winner: Inkling 2 Small
- Inkling 2 Small public-lane score: 59.7 (Supported · #20/157)
- Qwen3.5-122B-A10B public-lane score: 35.4 (Supported · #86/157)

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 82.2% | 72% | Inkling 2 Small |
| SWE Multilingual | 81.2% | Coming soon | Coming soon |
| sweMarathon | 38.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 85.1% | Coming soon | Coming soon |
| DeepSWE | 72.1% | Coming soon | Coming soon |
| PostTrainBench v1.2 | 31.9% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 78.9% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 49.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Inkling 2 Small public-lane score: 86.1 (Unranked · 2 rankable rows)
- Qwen3.5-122B-A10B public-lane score: 63.2 (Unranked · 3 rankable rows)

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 70.6% | 60.2% | Inkling 2 Small |

### Multimodal & Grounded

- Winner: Directional only
- Inkling 2 Small public-lane score: 86.6 (#12/59)
- Qwen3.5-122B-A10B public-lane score: 66.9 (#39/59)

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 87.7% | 77.2% | Inkling 2 Small |
| CharXiv w/o tools | 85.6% | Coming soon | Coming soon |
| Chartography (no tools) | 36.7% | Coming soon | Coming soon |
| Chartography (tools) | 80.4% | Coming soon | Coming soon |
| BabyVision | 68.6% | Coming soon | Coming soon |
| BabyVision w/ Python | 93.7% | Coming soon | Coming soon |
| ScreenSpot Pro | 83.8% | Coming soon | Coming soon |
| PerceptionBench | 64.7% | Coming soon | Coming soon |
| MathVision | 92.8% | 86.2% | Inkling 2 Small |
| MMMU | Coming soon | 83.9% | Coming soon |
| MMVU | Coming soon | 74.7% | Coming soon |
| MMMU-Pro | Coming soon | 76.9% | Coming soon |
| V* | Coming soon | 93.2% | Coming soon |

### Knowledge

- Winner: Directional only
- Inkling 2 Small public-lane score: 60.4 (Estimated · #46/178)
- Qwen3.5-122B-A10B public-lane score: 48.5 (Estimated · #88/178)

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 93% | 86.6% | Inkling 2 Small |
| GPQA-D | 93.0% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 86.7% | Coming soon |
| SuperGPQA | Coming soon | 67.1% | Coming soon |

### Multilingual

- Winner: Not comparable
- Inkling 2 Small public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 87.1 (#9/17)

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 82.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Inkling 2 Small public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 93 (#13/157)

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 93.4% | Coming soon |

### Mathematics

- Winner: Not comparable
- Inkling 2 Small public-lane score: 85.9 (Unranked · 2 rankable rows)
- Qwen3.5-122B-A10B public-lane score: Coming soon

| Benchmark | Inkling 2 Small | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | 95.8% | Coming soon | Coming soon |
| Apex | 63.5% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Inkling 2 Small or Qwen3.5-122B-A10B?

Inkling 2 Small has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Inkling 2 Small and Qwen3.5-122B-A10B?

The widest category gap is in agentic, where the averages are 59.9 for Inkling 2 Small and 33.2 for Qwen3.5-122B-A10B.

### How many benchmarks does Inkling 2 Small cover on BenchLM?

Inkling 2 Small currently has 25 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.5-122B-A10B cover on BenchLM?

Qwen3.5-122B-A10B currently has 18 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Inkling 2 Small vs Inkling-Small](/compare/inkling-2-small-vs-inkling-small)
- [Qwen3.5-122B-A10B vs Inkling-Small](/compare/inkling-small-vs-qwen3-5-122b-a10b)
- [Inkling 2 Small vs Inkling](/compare/inkling-vs-inkling-2-small)
- [Qwen3.5-122B-A10B vs Inkling](/compare/inkling-vs-qwen3-5-122b-a10b)

## Explore More

- [Inkling 2 Small profile](/models/inkling-2-small)
- [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)