# Nemotron 3.5 Super VL 120B A12B vs Beam

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

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

## Quick Verdict

Nemotron 3.5 Super VL 120B A12B leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Nemotron 3.5 Super VL 120B A12B has the higher overall point estimate 49.51 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is SWE-bench Pro in Coding, with scores of 51.8% and 65.5%.
- Nemotron 3.5 Super VL 120B A12B also has the larger context window at 1M.

## Model Snapshot

| Property | Nemotron 3.5 Super VL 120B A12B | Beam |
|----------|----------|----------|
| Creator | NVIDIA | Reflection AI |
| Type | Open Weight | Pending |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | null |
| Overall Score | 49.51 | null |
| Benchmarks Covered | 19 | 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 public-lane score: 44.2 (Estimated · #61/127)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Beam | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 66.7% | 80.1% | Beam |
| τ²-bench Airline | 76.5% | Coming soon | Coming soon |
| τ³-bench results | 18.9% | Coming soon | Coming soon |
| BrowseComp | 78% | 77.4% | Nemotron 3.5 Super VL 120B A12B |
| 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 public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Beam | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 88.2% | Coming soon | Coming soon |
| SWE-bench Verified | 71.1% | 80.9% | Beam |
| SWE Multilingual | 67.7% | 78% | Beam |
| SWE-bench Pro | 51.8% | 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 public-lane score: 73 (Unranked · 2 rankable rows)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Beam | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 10.9% | Coming soon | Coming soon |
| LongBench v2 | Coming soon | 65.5% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B public-lane score: 62 (Unranked · 5 rankable rows)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Beam | Winner |
|-----------|-----------|-----------|--------|
| BabyVision | 29.6% | Coming soon | Coming soon |
| MMLongBench-Doc | 62.8% | Coming soon | Coming soon |
| V* | 85.6% | Coming soon | Coming soon |
| MathVision | 78.2% | Coming soon | Coming soon |
| CharXiv | 80.8% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B public-lane score: 51.8 (Estimated · #73/184)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Beam | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 89.5% | 90.5% | Beam |
| HLE w/o tools | 31.8% | 36.2% | Beam |
| HLE | 29.2% | Coming soon | Coming soon |

### Instruction Following

- Winner: Not comparable
- Nemotron 3.5 Super VL 120B A12B public-lane score: 66.6 (#72/146)
- Beam public-lane score: Coming soon

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Beam | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 70.9% | 79.7% | Beam |

### Mathematics

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

| Benchmark | Nemotron 3.5 Super VL 120B A12B | Beam | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | 88.4% | Coming soon | Coming soon |
| AIME26 | Coming soon | 97.8% | Coming soon |

## FAQ

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

Nemotron 3.5 Super VL 120B A12B has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

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

Nemotron 3.5 Super VL 120B A12B currently has 19 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 vs Nemotron 3.5 Super VL 120B A12B NVFP4](/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 NVFP4](/compare/nemotron-3-5-super-vl-120b-a12b-nvfp4-vs-reflection-beam)
- [Nemotron 3.5 Super VL 120B A12B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-nemotron-3-5-super-vl-120b-a12b)
- [Beam vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-reflection-beam)

## Explore More

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