# dots3-note Preview vs Qwen3.7 Max

> Side-by-side benchmark comparison for dots3-note Preview and Qwen3.7 Max across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/dots3-note-preview-vs-qwen3-7-max
- Last updated: September 28, 2026

- Shared sourced benchmarks: 10
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick Qwen3.7 Max if you want the stronger benchmark profile. dots3-note Preview only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Qwen3.7 Max leads overall 63.31 to 62.64.
- The clearest category separation is in agentic, where the averages are 56.4 for dots3-note Preview and 39.6 for Qwen3.7 Max.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 52.6% and 41.4%.
- Qwen3.7 Max is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Qwen3.7 Max also has the larger context window at 1M.

## Model Snapshot

| Property | dots3-note Preview | Qwen3.7 Max |
|----------|----------|----------|
| Creator | Dots Studio | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 512K | 1M |
| Overall Score | 62.64 | 63.31 |
| Benchmarks Covered | 31 | 41 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Directional only
- dots3-note Preview public-lane score: 56.4 (Estimated · #28/117)
- Qwen3.7 Max public-lane score: 39.6 (Supported · #57/117)

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| Claw-Eval | 73.4% | 65.2% | dots3-note Preview |
| Terminal-Bench 2.1 | 75.1% | Coming soon | Coming soon |
| Toolathlon-Verified | 55.6% | Coming soon | Coming soon |
| skillsBench | 52.8% | Coming soon | Coming soon |
| APEX-Agents | 30.8% | Coming soon | Coming soon |
| BrowseComp | 83.3% | Coming soon | Coming soon |
| HLE w/ tools | 52.6% | 53.5% | Qwen3.7 Max |
| DeepSearchQA | 92.1% | Coming soon | Coming soon |
| WideResearch | 78.9% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 69.7% | Coming soon |
| QwenClawBench | Coming soon | 64.3% | Coming soon |
| BFCL v4 | Coming soon | 75.0% | Coming soon |
| MCP Atlas | Coming soon | 76.4% | Coming soon |
| VITA-Bench | Coming soon | 47.9% | Coming soon |
| Gert Labs | Coming soon | 64.27% | Coming soon |
| ResearchClawBench | Coming soon | 18.7% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 61.0% | Coming soon |

### Coding

- Winner: Not comparable
- dots3-note Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 45.7 (Supported · #49/142)

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| Codeforces | 3056.0 | Coming soon | Coming soon |
| LiveCodeBench v6 | 91.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 75.1% | Coming soon | Coming soon |
| SWE-bench Verified | 78.4% | 80.4% | Qwen3.7 Max |
| SWE Multilingual | 75.7% | 78.3% | Qwen3.7 Max |
| SWE-bench Pro | 61% | 60.6% | dots3-note Preview |
| NL2Repo | 49.8% | 47.2% | dots3-note Preview |
| SciCode | Coming soon | 53.5% | Coming soon |
| LiveCodeBench | Coming soon | 91.6% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 69.7% | Coming soon |
| OpenHarmony Bench | Coming soon | 53.4% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 87.1% | Coming soon |
| SWE-bench (Vals) | Coming soon | 68.8% | Coming soon |

### Reasoning

- Winner: Not comparable
- dots3-note Preview public-lane score: 72.9 (Unranked · 1 rankable row)
- Qwen3.7 Max public-lane score: 76.3 (Unranked · 3 rankable rows)

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 81.4% | Coming soon | Coming soon |
| MRCRv2 | Coming soon | 90.4% | Coming soon |
| CritPt | Coming soon | 13.4% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- dots3-note Preview public-lane score: 67.2 (Unranked · 10 rankable rows)
- Qwen3.7 Max public-lane score: Coming soon

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| SimpleVQA | 72.5% | Coming soon | Coming soon |
| MMMU-Pro | 79.1% | Coming soon | Coming soon |
| MathVision | 87.7% | Coming soon | Coming soon |
| ZeroBench | 19.0% | Coming soon | Coming soon |
| CharXiv w/o tools | 83.1% | Coming soon | Coming soon |
| GDP.pdf (no tools) | 60.7% | Coming soon | Coming soon |
| PerceptionBench | 53.4% | Coming soon | Coming soon |
| BabyVision | 50.0% | Coming soon | Coming soon |
| MMVU | 79.9% | Coming soon | Coming soon |
| VideoMMMU | 86.8% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- dots3-note Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 60.8 (Supported · #39/168)

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| HLE | 52.6% | 41.4% | dots3-note Preview |
| GPQA | Coming soon | 92.4% | Coming soon |
| GPQA-D | Coming soon | 92.4% | Coming soon |
| MMLU-Pro | Coming soon | 89.6% | Coming soon |
| MMLU-Redux | Coming soon | 95% | Coming soon |
| SuperGPQA | Coming soon | 73.6% | Coming soon |
| MMMLU | Coming soon | 90.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 90.2% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 89.3% | Coming soon |

### Multilingual

- Winner: Not comparable
- dots3-note Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 100 (#1/12)

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 87% | Coming soon |
| NOVA-63 | Coming soon | 59.0% | Coming soon |
| INCLUDE | Coming soon | 86.2% | Coming soon |
| MAXIFE | Coming soon | 89.2% | Coming soon |
| PolyMath | Coming soon | 86.5% | Coming soon |

### Instruction Following

- Winner: Qwen3.7 Max
- dots3-note Preview public-lane score: 85.2 (#37/124)
- Qwen3.7 Max public-lane score: 89.2 (#17/124)

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 80.4% | 79.1% | dots3-note Preview |
| IFEval | 93.9% | 94.3% | Qwen3.7 Max |

### Mathematics

- Winner: Not comparable
- dots3-note Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 81.9 (Unranked · 3 rankable rows)

| Benchmark | dots3-note Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IMOAnswerBench | 90.9% | 90.0% | dots3-note Preview |
| HMMT Feb 2026 | Coming soon | 97.1% | Coming soon |
| Apex | Coming soon | 44.5% | Coming soon |

## FAQ

### Which is better overall, dots3-note Preview or Qwen3.7 Max?

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

### Where is the biggest gap between dots3-note Preview and Qwen3.7 Max?

The widest category gap is in agentic, where the averages are 56.4 for dots3-note Preview and 39.6 for Qwen3.7 Max.

### How many benchmarks does dots3-note Preview cover on BenchLM?

dots3-note Preview currently has 31 sourced benchmark scores on BenchLM.

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

Qwen3.7 Max currently has 41 sourced benchmark scores on BenchLM.

## Related Comparisons

- [dots3-note Preview vs GPT-6 Astra](/compare/dots3-note-preview-vs-gpt-6-astra)
- [Qwen3.7 Max vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-7-max)
- [dots3-note Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-dots3-note-preview)
- [Qwen3.7 Max vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-7-max)

## Explore More

- [dots3-note Preview profile](/models/dots3-note-preview)
- [Qwen3.7 Max profile](/models/qwen3-7-max)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)