# Qwen3.7 Plus vs Seed 2.1 Pro

> Side-by-side benchmark comparison for Qwen3.7 Plus and Seed 2.1 Pro across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-7-plus-vs-seed-2-1-pro
- Last updated: September 10, 2026

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

## Quick Verdict

Pick Qwen3.7 Plus if you want the stronger benchmark profile. Seed 2.1 Pro 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 61.56 to 0.
- The biggest single benchmark swing is NL2Repo in Coding, with scores of 41.1% and 47%.
- Qwen3.7 Plus also has the larger context window at 1M.

## Model Snapshot

| Property | Qwen3.7 Plus | Seed 2.1 Pro |
|----------|----------|----------|
| Creator | Alibaba | ByteDance |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Overall Score | 61.56 | null |
| Benchmarks Covered | 52 | 11 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 37.3 (Supported · #126/152)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.3% | Coming soon | Coming soon |
| QwenClawBench | 61.8% | Coming soon | Coming soon |
| Claw-Eval | 62.7% | Coming soon | Coming soon |
| BFCL v4 | 72.9% | Coming soon | Coming soon |
| MCP Atlas | 73.2% | Coming soon | Coming soon |
| VITA-Bench | 45.6% | Coming soon | Coming soon |
| DeepPlanning | 62.3% | Coming soon | Coming soon |
| OSWorld-Verified | 73.3% | Coming soon | Coming soon |
| AndroidWorld | 81.0% | Coming soon | Coming soon |
| OSWorld 2.0 | 2.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 52.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 71.0% | Coming soon |

### Coding

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 52.5 (Estimated · #46/151)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.3% | Coming soon | Coming soon |
| SWE-bench Verified | 77.7% | Coming soon | Coming soon |
| SWE-bench Pro | 57.6% | Coming soon | Coming soon |
| SWE Multilingual | 75.8% | Coming soon | Coming soon |
| NL2Repo | 41.1% | 47% | Seed 2.1 Pro |
| SciCode | 51.3% | Coming soon | Coming soon |
| LiveCodeBench | 89.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 71.0% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 72.5 (#18/48)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 79% | 81.6% | Seed 2.1 Pro |
| MathVision | 90.3% | 92.6% | Seed 2.1 Pro |
| CharXiv | 85.9% | 85.4% | Qwen3.7 Plus |
| ERQA | 69.8% | 72.0% | Seed 2.1 Pro |
| MedXpertQA (MM) | 71.0% | Coming soon | Coming soon |
| ScreenSpot Pro | 79.0% | Coming soon | Coming soon |
| SimpleVQA | 81.7% | Coming soon | Coming soon |
| MMSearch-Plus | 41.4% | Coming soon | Coming soon |
| RealWorldQA | 86.9% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 91.4% | Coming soon | Coming soon |
| OCRBench V2 | 70.7% | Coming soon | Coming soon |
| ODINW13 | 51.1% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 88.0% | Coming soon | Coming soon |
| VideoMMMU | 85.4% | Coming soon | Coming soon |
| MLVU (M-Avg) | 87.4% | Coming soon | Coming soon |
| ZeroBench | Coming soon | 18.0% | Coming soon |
| BabyVision | Coming soon | 73.7% | Coming soon |
| Video-MME | Coming soon | 89.2% | Coming soon |

### Reasoning

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 74 (Unranked · 3 rankable rows)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 9.1% | Coming soon | Coming soon |
| MRCRv2 | 91.7% | Coming soon | Coming soon |

### Knowledge

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 56.2 (Estimated · #49/183)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 90.3% | Coming soon | Coming soon |
| GPQA-D | 90.3% | Coming soon | Coming soon |
| HLE | 34.7% | Coming soon | Coming soon |
| MMLU-Pro | 88.5% | Coming soon | Coming soon |
| MMLU-Redux | 94.5% | Coming soon | Coming soon |
| SuperGPQA | 71.4% | 70.8% | Qwen3.7 Plus |
| MMMLU | 89.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 91.1 (#17/123)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.6% | Coming soon | Coming soon |
| IFBench | 79.1% | Coming soon | Coming soon |

### Multilingual

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 78.9 (#3/12)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 85.4% | Coming soon | Coming soon |
| NOVA-63 | 58.8% | Coming soon | Coming soon |
| INCLUDE | 83.0% | Coming soon | Coming soon |
| MAXIFE | 88.8% | Coming soon | Coming soon |
| PolyMath | 84.0% | Coming soon | Coming soon |

### Mathematics

- Winner: Coming soon
- Qwen3.7 Plus public-lane score: 78.3 (Unranked · 3 rankable rows)
- Seed 2.1 Pro public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Seed 2.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | 92.9% | Coming soon | Coming soon |
| IMOAnswerBench | 86.0% | Coming soon | Coming soon |
| Apex | 22.7% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Qwen3.7 Plus or Seed 2.1 Pro?

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

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

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

### How many benchmarks does Seed 2.1 Pro cover on BenchLM?

Seed 2.1 Pro currently has 11 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Qwen3.7 Plus vs Seed 2.1 Turbo](/compare/qwen3-7-plus-vs-seed-2-1-turbo)
- [Seed 2.1 Pro vs Seed 2.1 Turbo](/compare/seed-2-1-pro-vs-seed-2-1-turbo)
- [Qwen3.7 Plus vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-7-plus)
- [Seed 2.1 Pro vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-seed-2-1-pro)

## Explore More

- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Seed 2.1 Pro profile](/models/seed-2-1-pro)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)