# Nemotron 3.5 Super VL 120B A12B NVFP4 vs Ripple-65B Preview

> Side-by-side benchmark comparison for Nemotron 3.5 Super VL 120B A12B NVFP4 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/nemotron-3-5-super-vl-120b-a12b-nvfp4-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Nemotron 3.5 Super VL 120B A12B NVFP4 if you want the stronger benchmark profile. Ripple-65B Preview only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Nemotron 3.5 Super VL 120B A12B NVFP4 leads overall 58 to 0.
- The biggest single benchmark swing is Terminal-Bench 2.1 in Agentic, with scores of 60.8% and 80.5%.

## Model Snapshot

| Property | Nemotron 3.5 Super VL 120B A12B NVFP4 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | NVIDIA | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | null | null |
| Benchmarks Covered | 18 | 17 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 60.8% | 80.5% | Ripple-65B Preview |
| τ²-bench Airline | 75.8% | Coming soon | Coming soon |
| τ³-bench results | 17.8% | 31.3% | Ripple-65B Preview |
| BrowseComp | 77.5% | Coming soon | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |
| MCP Atlas | Coming soon | 71.7% | Coming soon |

### Coding

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 87.4% | Coming soon | Coming soon |
| SWE-bench Verified | 71.1% | 76.5% | Ripple-65B Preview |
| SWE Multilingual | 67% | Coming soon | Coming soon |
| SWE-bench Pro | 51.3% | 61.4% | Ripple-65B Preview |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 71.5 (Unranked · 1 rankable row)
- Ripple-65B Preview public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 58.5 (Unranked · 5 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| BabyVision | 29.5% | Coming soon | Coming soon |
| MMLongBench-Doc | 62.8% | Coming soon | Coming soon |
| V* | 86.0% | Coming soon | Coming soon |
| MathVision | 77.8% | Coming soon | Coming soon |
| CharXiv | 79.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 89.9% | 85.2% | Nemotron 3.5 Super VL 120B A12B NVFP4 |
| HLE w/o tools | 31.4% | Coming soon | Coming soon |
| HLE | 29% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 68.1 (#79/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 71.5% | 79.2% | Ripple-65B Preview |

### Mathematics

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | 89.4% | 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 |
| HMMT Feb 2026 | Coming soon | 90.5% | Coming soon |

## FAQ

### Which is better overall, Nemotron 3.5 Super VL 120B A12B NVFP4 or Ripple-65B Preview?

Nemotron 3.5 Super VL 120B A12B NVFP4 is ahead overall on BenchLM right now.

### How many benchmarks does Nemotron 3.5 Super VL 120B A12B NVFP4 cover on BenchLM?

Nemotron 3.5 Super VL 120B A12B NVFP4 currently has 18 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

- [Nemotron 3.5 Super VL 120B A12B NVFP4 vs Nemotron 3.5 Super VL 120B A12B](/compare/nemotron-3-5-super-vl-120b-a12b-vs-nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Ripple-65B Preview vs Nemotron 3.5 Super VL 120B A12B](/compare/nemotron-3-5-super-vl-120b-a12b-vs-ripple-65b-preview)
- [Nemotron 3.5 Super VL 120B A12B NVFP4 vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)

## Explore More

- [Nemotron 3.5 Super VL 120B A12B NVFP4 profile](/models/nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [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)