# Nemotron 3.5 Super VL 120B A12B NVFP4 vs Beam

> Side-by-side benchmark comparison for Nemotron 3.5 Super VL 120B A12B NVFP4 and Beam 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-reflection-beam
- Last updated: October 15, 2026

- Shared sourced benchmarks: 8
- 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. Beam 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 80.1%.
- Nemotron 3.5 Super VL 120B A12B NVFP4 also has the larger context window at 1M.

## Model Snapshot

| Property | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam |
|----------|----------|----------|
| Creator | NVIDIA | Reflection AI |
| Type | Open Weight | Pending |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | null |
| Overall Score | null | null |
| Benchmarks Covered | 18 | 16 |
| 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
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 60.8% | 80.1% | Beam |
| τ²-bench Airline | 75.8% | Coming soon | Coming soon |
| τ³-bench results | 17.8% | Coming soon | Coming soon |
| BrowseComp | 77.5% | 77.4% | Nemotron 3.5 Super VL 120B A12B NVFP4 |
| MCP Atlas | Coming soon | 78.7% | Coming soon |
| DeepSearchQA | Coming soon | 80.1% | Coming soon |

### Coding

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

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 87.4% | Coming soon | Coming soon |
| SWE-bench Verified | 71.1% | 80.9% | Beam |
| SWE Multilingual | 67% | 78% | Beam |
| SWE-bench Pro | 51.3% | 65.5% | Beam |
| DeepSWE | Coming soon | 44.4% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.1% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 34.6% | Coming soon |
| SciCode | Coming soon | 49.7% | Coming soon |

### Reasoning

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 72.4 (Unranked · 1 rankable row)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 65.5% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 59.5 (Unranked · 5 rankable rows)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam | 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
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 89.9% | 90.5% | Beam |
| HLE w/o tools | 31.4% | 36.2% | Beam |
| HLE | 29% | Coming soon | Coming soon |

### Instruction Following

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B NVFP4 public-lane score: 68.1 (#71/146)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 71.5% | 79.7% | Beam |

### Mathematics

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

| Benchmark | Nemotron 3.5 Super VL 120B A12B NVFP4 | Beam | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | 89.4% | Coming soon | Coming soon |
| AIME26 | Coming soon | 97.8% | Coming soon |

## FAQ

### Which is better overall, Nemotron 3.5 Super VL 120B A12B NVFP4 or Beam?

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 Beam cover on BenchLM?

Beam currently has 16 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)
- [Beam vs Nemotron 3.5 Super VL 120B A12B](/compare/nemotron-3-5-super-vl-120b-a12b-vs-reflection-beam)
- [Nemotron 3.5 Super VL 120B A12B NVFP4 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Beam vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-reflection-beam)

## Explore More

- [Nemotron 3.5 Super VL 120B A12B NVFP4 profile](/models/nemotron-3-5-super-vl-120b-a12b-nvfp4)
- [Beam profile](/models/reflection-beam)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)