# Qwen3.7 Plus vs Ripple-65B Preview

> Side-by-side benchmark comparison for Qwen3.7 Plus and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-7-plus-vs-ripple-65b-preview
- Last updated: November 4, 2026

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

## Quick Verdict

Qwen3.7 Plus leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Qwen3.7 Plus has the higher overall point estimate 53.79 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is SciCode in Coding, with scores of 51.3% and 39.4%.

## Model Snapshot

| Property | Qwen3.7 Plus | Ripple-65B Preview |
|----------|----------|----------|
| Creator | Alibaba | Ricursive Intelligence |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 53.79 | null |
| Benchmarks Covered | 53 | 17 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 36 (Supported · #88/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | 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% | 71.7% | Qwen3.7 Plus |
| 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 | 80.5% | Coming soon |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 40.5 (Estimated · #67/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.3% | Coming soon | Coming soon |
| SWE-bench Verified | 77.7% | 76.5% | Qwen3.7 Plus |
| SWE-bench Pro | 57.6% | 61.4% | Ripple-65B Preview |
| SWE Multilingual | 75.8% | Coming soon | Coming soon |
| NL2Repo | 41.1% | Coming soon | Coming soon |
| SciCode | 51.3% | 39.4% | Qwen3.7 Plus |
| LiveCodeBench v6 | 89.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |

### Reasoning

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 80 (Unranked · 3 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 9.1% | Coming soon | Coming soon |
| MRCRv2 | 91.7% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 81.3 (#17/58)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 79% | Coming soon | Coming soon |
| MathVision | 90.3% | Coming soon | Coming soon |
| CharXiv | 85.9% | Coming soon | Coming soon |
| ERQA | 69.8% | Coming soon | Coming soon |
| 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 |

### Knowledge

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 53 (Estimated · #65/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 90.3% | Coming soon | Coming soon |
| GPQA-D | 90.3% | 85.2% | Qwen3.7 Plus |
| HLE | 34.7% | Coming soon | Coming soon |
| MMLU-Pro | 88.5% | 84.2% | Qwen3.7 Plus |
| MMLU-Redux | 94.5% | Coming soon | Coming soon |
| SuperGPQA | 71.4% | Coming soon | Coming soon |
| MMMLU | 89.0% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |

### Multilingual

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 95.7 (#3/17)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | 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 |

### Instruction Following

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 92.8 (#18/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.6% | Coming soon | Coming soon |
| IFBench | 79.1% | 79.2% | Ripple-65B Preview |

### Mathematics

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 64.3 (Unranked · 4 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | 92.9% | 90.5% | Qwen3.7 Plus |
| IMOAnswerBench | 86.0% | Coming soon | Coming soon |
| Apex | 22.7% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 34.386% | Coming soon | Coming soon |
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |
| AIME26 | Coming soon | 95.0% | Coming soon |

## FAQ

### Which is better overall, Qwen3.7 Plus or Ripple-65B Preview?

Qwen3.7 Plus has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

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

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

### How many benchmarks does Ripple-65B Preview cover on BenchLM?

Ripple-65B Preview currently has 17 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Qwen3.7 Plus vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-qwen3-7-plus)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [Qwen3.7 Plus vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-7-plus)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Ripple-65B Preview profile](/models/ripple-65b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)