# Inkling 2 Small vs Qwen3.7 Plus

> Side-by-side benchmark comparison for Inkling 2 Small and Qwen3.7 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

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

- Shared sourced benchmarks: 10
- 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 53.76. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in mathematics, where the averages are 85.9 for Inkling 2 Small and 60.4 for Qwen3.7 Plus.
- The biggest single benchmark swing is Apex in Mathematics, with scores of 63.5% and 22.7%.

## Model Snapshot

| Property | Inkling 2 Small | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | Thinking Machines Lab | Alibaba |
| Type | Proprietary | Proprietary |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 1M |
| Overall Score | 59.06 | 53.76 |
| Benchmarks Covered | 25 | 53 |
| Pricing (input/output) | $0.30 / $1.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Inkling 2 Small
- Inkling 2 Small public-lane score: 59.9 (Supported · #26/131)
- Qwen3.7 Plus public-lane score: 36.5 (Supported · #79/131)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 85.1% | Coming soon | Coming soon |
| BrowseComp | 90.2% | Coming soon | Coming soon |
| DeepSearchQA | 90.9% | Coming soon | Coming soon |
| MCP Atlas | 85% | 73.2% | Inkling 2 Small |
| JobBench | 70.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| QwenClawBench | Coming soon | 61.8% | Coming soon |
| Claw-Eval | Coming soon | 62.7% | Coming soon |
| BFCL v4 | Coming soon | 72.9% | Coming soon |
| VITA-Bench | Coming soon | 45.6% | Coming soon |
| DeepPlanning | Coming soon | 62.3% | Coming soon |
| OSWorld-Verified | Coming soon | 73.3% | Coming soon |
| AndroidWorld | Coming soon | 81.0% | Coming soon |
| OSWorld 2.0 | Coming soon | 2.8% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 52.8% | Coming soon |

### Coding

- Winner: Directional only
- Inkling 2 Small public-lane score: 59.7 (Supported · #20/157)
- Qwen3.7 Plus public-lane score: 40.9 (Estimated · #68/157)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 82.2% | 77.7% | Inkling 2 Small |
| SWE Multilingual | 81.2% | 75.8% | Inkling 2 Small |
| 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 |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| SWE-bench Pro | Coming soon | 57.6% | Coming soon |
| NL2Repo | Coming soon | 41.1% | Coming soon |
| SciCode | Coming soon | 51.3% | Coming soon |
| LiveCodeBench v6 | Coming soon | 89.6% | Coming soon |

### Reasoning

- Winner: Not comparable
- Inkling 2 Small public-lane score: 86.1 (Unranked · 2 rankable rows)
- Qwen3.7 Plus public-lane score: 78.3 (Unranked · 3 rankable rows)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 70.6% | Coming soon | Coming soon |
| CritPt | Coming soon | 9.1% | Coming soon |
| MRCRv2 | Coming soon | 91.7% | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- Inkling 2 Small public-lane score: 86.6 (#12/59)
- Qwen3.7 Plus public-lane score: 80.6 (#20/59)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 87.7% | 85.9% | 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% | 79.0% | Inkling 2 Small |
| PerceptionBench | 64.7% | Coming soon | Coming soon |
| MathVision | 92.8% | 90.3% | Inkling 2 Small |
| MMMU-Pro | Coming soon | 79% | Coming soon |
| ERQA | Coming soon | 69.8% | Coming soon |
| MedXpertQA (MM) | Coming soon | 71.0% | Coming soon |
| SimpleVQA | Coming soon | 81.7% | Coming soon |
| MMSearch-Plus | Coming soon | 41.4% | Coming soon |
| RealWorldQA | Coming soon | 86.9% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 91.4% | Coming soon |
| OCRBench V2 | Coming soon | 70.7% | Coming soon |
| ODINW13 | Coming soon | 51.1% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 88.0% | Coming soon |
| VideoMMMU | Coming soon | 85.4% | Coming soon |
| MLVU (M-Avg) | Coming soon | 87.4% | Coming soon |

### Knowledge

- Winner: Directional only
- Inkling 2 Small public-lane score: 60.4 (Estimated · #46/178)
- Qwen3.7 Plus public-lane score: 53.4 (Estimated · #65/178)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 93% | 90.3% | Inkling 2 Small |
| GPQA-D | 93.0% | 90.3% | Inkling 2 Small |
| HLE | Coming soon | 34.7% | Coming soon |
| MMLU-Pro | Coming soon | 88.5% | Coming soon |
| MMLU-Redux | Coming soon | 94.5% | Coming soon |
| SuperGPQA | Coming soon | 71.4% | Coming soon |
| MMMLU | Coming soon | 89.0% | Coming soon |

### Multilingual

- Winner: Not comparable
- Inkling 2 Small public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 95.7 (#3/17)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 85.4% | Coming soon |
| NOVA-63 | Coming soon | 58.8% | Coming soon |
| INCLUDE | Coming soon | 83.0% | Coming soon |
| MAXIFE | Coming soon | 88.8% | Coming soon |
| PolyMath | Coming soon | 84.0% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Inkling 2 Small public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 92.8 (#18/157)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.6% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Mathematics

- Winner: Not comparable
- Inkling 2 Small public-lane score: 85.9 (Unranked · 2 rankable rows)
- Qwen3.7 Plus public-lane score: 60.4 (Unranked · 4 rankable rows)

| Benchmark | Inkling 2 Small | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | 95.8% | 92.9% | Inkling 2 Small |
| Apex | 63.5% | 22.7% | Inkling 2 Small |
| IMOAnswerBench | Coming soon | 86.0% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 34.386% | Coming soon |

## FAQ

### Which is better overall, Inkling 2 Small or Qwen3.7 Plus?

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 Qwen3.7 Plus?

The widest category gap is in mathematics, where the averages are 85.9 for Inkling 2 Small and 60.4 for Qwen3.7 Plus.

### 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 Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 53 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Inkling 2 Small vs Inkling-Small](/compare/inkling-2-small-vs-inkling-small)
- [Qwen3.7 Plus vs Inkling-Small](/compare/inkling-small-vs-qwen3-7-plus)
- [Inkling 2 Small vs Inkling](/compare/inkling-vs-inkling-2-small)
- [Qwen3.7 Plus vs Inkling](/compare/inkling-vs-qwen3-7-plus)

## Explore More

- [Inkling 2 Small profile](/models/inkling-2-small)
- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)