# Inkling vs Qwen3.7 Plus

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

- Canonical page: https://benchlm.ai/compare/inkling-vs-qwen3-7-plus
- Last updated: September 18, 2026

- Shared sourced benchmarks: 12
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Qwen3.7 Plus if you want the stronger benchmark profile. Inkling only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Qwen3.7 Plus leads overall 61.6 to 60.38.
- The clearest category separation is in multimodal & grounded, where the averages are 48.9 for Inkling and 72.4 for Qwen3.7 Plus.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 46% and 34.7%.

## Model Snapshot

| Property | Inkling | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | Thinking Machines Lab | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 1M |
| Overall Score | 60.38 | 61.6 |
| Benchmarks Covered | 21 | 52 |
| Pricing (input/output) | $1.87 / $4.68 | N/A |

## Category Breakdown

### Agentic

- Winner: Inkling
- Inkling public-lane score: 38.1 (Supported · #126/154)
- Qwen3.7 Plus public-lane score: 36.7 (Supported · #133/154)

| Benchmark | Inkling | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 63.8% | 70.3% | Qwen3.7 Plus |
| BrowseComp | 77.1% | Coming soon | Coming soon |
| MCP Atlas | 74.1% | 73.2% | Inkling |
| Terminal-Bench 2.1 (Vals) | 47.6% | 52.8% | Qwen3.7 Plus |
| 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 |

### Coding

- Winner: Coming soon
- Inkling public-lane score: 41 (Supported · #114/154)
- Qwen3.7 Plus public-lane score: 52.6 (Estimated · #48/154)

| Benchmark | Inkling | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.6% | 77.7% | Qwen3.7 Plus |
| SWE-bench Pro | 54.3% | 57.6% | Qwen3.7 Plus |
| Terminal-Bench 2.0 | 63.8% | 70.3% | Qwen3.7 Plus |
| 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 |
| SWE Multilingual | Coming soon | 75.8% | Coming soon |
| NL2Repo | Coming soon | 41.1% | Coming soon |
| SciCode | Coming soon | 51.3% | Coming soon |
| LiveCodeBench | Coming soon | 89.6% | Coming soon |

### Multimodal & Grounded

- Winner: Qwen3.7 Plus
- Inkling public-lane score: 48.9 (#38/48)
- Qwen3.7 Plus public-lane score: 72.4 (#18/48)

| Benchmark | Inkling | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 73.5% | 79% | Qwen3.7 Plus |
| CharXiv | 82% | 85.9% | Qwen3.7 Plus |
| CharXiv w/o tools | 78.1% | Coming soon | Coming soon |
| MathVision | Coming soon | 90.3% | Coming soon |
| ERQA | Coming soon | 69.8% | Coming soon |
| MedXpertQA (MM) | Coming soon | 71.0% | Coming soon |
| ScreenSpot Pro | Coming soon | 79.0% | 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 |

### Reasoning

- Winner: Coming soon
- Inkling public-lane score: 74.1 (Unranked · 2 rankable rows)
- Qwen3.7 Plus public-lane score: 74 (Unranked · 3 rankable rows)

| Benchmark | Inkling | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 9.1% | Coming soon |
| MRCRv2 | Coming soon | 91.7% | Coming soon |

### Knowledge

- Winner: Coming soon
- Inkling public-lane score: 57.4 (Supported · #43/184)
- Qwen3.7 Plus public-lane score: 56.2 (Estimated · #49/184)

| Benchmark | Inkling | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.9% | 90.3% | Qwen3.7 Plus |
| GPQA-D | 87.9% | 90.3% | Qwen3.7 Plus |
| HLE | 46% | 34.7% | Inkling |
| 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 | 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 |

### Instruction Following

- Winner: Qwen3.7 Plus
- Inkling public-lane score: 83.9 (#44/124)
- Qwen3.7 Plus public-lane score: 89.2 (#18/124)

| Benchmark | Inkling | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.8% | 79.1% | Inkling |
| IFEval | Coming soon | 94.6% | Coming soon |

### Multilingual

- Winner: Coming soon
- Inkling public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 78.9 (#3/12)

| Benchmark | Inkling | 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 |

### Mathematics

- Winner: Coming soon
- Inkling public-lane score: 78.5 (Unranked · 1 rankable row)
- Qwen3.7 Plus public-lane score: 78.2 (Unranked · 3 rankable rows)

| Benchmark | Inkling | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 97.1% | Coming soon | Coming soon |
| HMMT Feb 2026 | Coming soon | 92.9% | Coming soon |
| IMOAnswerBench | Coming soon | 86.0% | Coming soon |
| Apex | Coming soon | 22.7% | Coming soon |

## FAQ

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

Qwen3.7 Plus is ahead overall on BenchLM right now.

### Where is the biggest gap between Inkling and Qwen3.7 Plus?

The widest category gap is in multimodal & grounded, where the averages are 48.9 for Inkling and 72.4 for Qwen3.7 Plus.

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

Inkling currently has 21 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 52 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)
- [Qwen3.7 Plus vs Inkling-Small](/compare/inkling-small-vs-qwen3-7-plus)
- [Inkling vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-inkling)
- [Qwen3.7 Plus vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-7-plus)

## Explore More

- [Inkling profile](/models/inkling)
- [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)