# Ling 3.0 Flash Sante vs Nemotron 3.5 Super VL 120B A12B

> Side-by-side benchmark comparison for Ling 3.0 Flash Sante and Nemotron 3.5 Super VL 120B A12B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-sante-vs-nemotron-3-5-super-vl-120b-a12b
- Last updated: October 20, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash Sante and Nemotron 3.5 Super VL 120B A12B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Nemotron 3.5 Super VL 120B A12B has the lower published output-token price.
- Nemotron 3.5 Super VL 120B A12B has the larger published context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B |
|----------|----------|----------|
| Creator | InclusionAI | NVIDIA |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Independent public score (not head-to-head) | null | 49.34 |
| Benchmarks Covered | 6 | 19 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Nemotron 3.5 Super VL 120B A12B public-lane score: 44.1 (Estimated · #64/132)

| Benchmark | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 80.2% | 78% | Ling 3.0 Flash Sante |
| DeepSearchQA | 90.8% | Coming soon | Coming soon |
| HLE w/ tools | 57.1% | Coming soon | Coming soon |
| MCP Atlas | 75.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 66.7% | Coming soon |
| τ²-bench Airline | Coming soon | 76.5% | Coming soon |
| τ³-bench results | Coming soon | 18.9% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Nemotron 3.5 Super VL 120B A12B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | Coming soon | 88.2% | Coming soon |
| SWE-bench Verified | Coming soon | 71.1% | Coming soon |
| SWE Multilingual | Coming soon | 67.7% | Coming soon |
| SWE-bench Pro | Coming soon | 51.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: 73.4 (Unranked · 1 rankable row)
- Nemotron 3.5 Super VL 120B A12B public-lane score: 72.1 (Unranked · 2 rankable rows)

| Benchmark | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 10.9% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Nemotron 3.5 Super VL 120B A12B public-lane score: 62 (Unranked · 5 rankable rows)

| Benchmark | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B | Winner |
|-----------|-----------|-----------|--------|
| BabyVision | Coming soon | 29.6% | Coming soon |
| MMLongBench-Doc | Coming soon | 62.8% | Coming soon |
| V* | Coming soon | 85.6% | Coming soon |
| MathVision | Coming soon | 78.2% | Coming soon |
| CharXiv | Coming soon | 80.8% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Nemotron 3.5 Super VL 120B A12B public-lane score: 51.8 (Estimated · #75/187)

| Benchmark | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 54.3% | Coming soon | Coming soon |
| MedXpertQA (Text) | 51.0% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 89.5% | Coming soon |
| HLE w/o tools | Coming soon | 31.8% | Coming soon |
| HLE | Coming soon | 29.2% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Nemotron 3.5 Super VL 120B A12B public-lane score: 66.6 (#77/152)

| Benchmark | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 70.9% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Nemotron 3.5 Super VL 120B A12B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | Nemotron 3.5 Super VL 120B A12B | Winner |
|-----------|-----------|-----------|--------|
| Apex Shortlist | Coming soon | 88.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash Sante and Nemotron 3.5 Super VL 120B A12B?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Ling 3.0 Flash Sante vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-sante-vs-ling-3-0-flash-vl)
- [Nemotron 3.5 Super VL 120B A12B vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-nemotron-3-5-super-vl-120b-a12b)
- [Ling 3.0 Flash Sante vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-sante)
- [Nemotron 3.5 Super VL 120B A12B vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-nemotron-3-5-super-vl-120b-a12b)

## Explore More

- [Ling 3.0 Flash Sante profile](/models/ling-3-0-flash-sante)
- [Nemotron 3.5 Super VL 120B A12B profile](/models/nemotron-3-5-super-vl-120b-a12b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)