NVIDIA · Model release
Data as of October 15, 2026 · How the score is built
Nemotron 3.5 Super VL 120B A12B NVFP4
Decision readingNemotron 3.5 Super VL 120B A12B NVFP4 is tracked, but not publicly ranked yet. The profile exposes 18 sourced benchmark rows and leaves unsupported fields blank until a published record exists.
Released Oct 15, 2026 — see all recent releases
Nemotron 3.5 Super VL 120B A12B NVFP4 will be repriced, updated or retired. Get each notice with its source and date. Follow model changes
Decision snapshot
Each value carries a field reference instead of floating alone. Markers compare this model with the current ranked and priced catalog; they are not absolute quality thresholds.
Capability
Unranked
field median 49.8Not eligible for a public rank
Price
API rate not published
input median $0.75No comparable first-party hosted token rate
Speed
Not measured
field median 92 tok/sTime to first token not measured
Context
1Mtokens
field median 256,000Maximum output length is tracked separately
Strongest published evidence
Instruction Following ranks #71. A well-rounded choice across a range of tasks.
Validate before choosing
18 published rows leave some tracked benchmark slots empty. No comparable first-party API token rate is published.
Source-linked · 18 displayable benchmark rows
Follow model changesCategory score record
Scores and ranks appear only where published evidence can be displayed. The table keeps the score, weight, cohort, and evidence state together.
| Category | Score | Rank | Percentile | Weight | Benchmarks | Evidence |
|---|---|---|---|---|---|---|
| AgenticRank Not rankedWeight 22%4 benchmarksVerified | 63.3 | 4 benchmarks | Verified | |||
| CodingRank Not rankedWeight 20%4 benchmarksVerified | 39.4 | 4 benchmarks | Verified | |||
| ReasoningWeight 17%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MultimodalRank Not rankedWeight 12%5 benchmarksVerified | 59.5 | 5 benchmarks | Verified | |||
| KnowledgeRank Not rankedWeight 12%3 benchmarksVerified | 46.8 | 3 benchmarks | Verified | |||
| MultilingualWeight 7%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| Inst. FollowingRank #71 of 146Percentile 52ndWeight 5%1 benchmarkVerified | 68.1 | 1 benchmark | Verified | |||
| MathWeight 5%1 benchmarkVerified | Score pending | 1 benchmark | Verified |
18 of 680 tracked benchmark slots have displayable evidence · bars run 0–100
Coverage detailsHow much of this is verified
Coverage is split by category so a strong number never hides a thin evidence base. Verified means the row is tied to a published source; provisional rows remain visible but separate.
- Agentic4/4 verified
- Coding4/4 verified
- ReasoningNot measured
- Multimodal5/5 verified
- Knowledge3/3 verified
- MultilingualNot measured
- Inst. Following1/1 verified
- Math1/1 verified
Benchmark ledger
Coding opens by default. The marker compares each value with the best source-verified result in the catalog; provisional leaders do not set the reference. Expand the remaining categories for every published row.
Coding4 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| SWE-bench Pro | Score51.3% | Versus best verified row Best verified: Claude Opus 5.5 · 89.9% | Gap38.6 behind | Weight26% ref. weight | Provider exact |
| SWE Multilingual | Score67% | Versus best verified row Best verified: Claude Opus 5.5 · 93.9% | Gap26.9 behind | Weight5% ref. weight | Provider exact |
| LiveCodeBench v6 | Score87.4% | Versus best verified row Best verified: Sakana Fugu-Ultra · 93.2% | Gap5.8 behind | WeightDisplay only | Provider exact |
| SWE-bench VerifiedSoftware Engineering Benchmark Verified | Score71.1% | Versus best verified row Best verified: Claude Opus 5 · 96% | Gap24.9 behind | WeightDisplay only | Provider exact |
Agentic4 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| Terminal-Bench 2.1 | Score60.8% | Versus best verified row Best verified: SWE-2 · 92.8% | Gap32 behind | Weight8% ref. weight | Provider exact |
| BrowseComp | Score77.5% | Versus best verified row Best verified: Atria Dawn Preview · 92.5% | Gap15 behind | Weight8% ref. weight | Provider exact |
| τ³-bench resultsτ³-Bench Tool-Agent-User Evaluation | Score17.8% | Versus best verified row Best verified: Mercury 2.5 · 96.0% | Gap78.2 behind | Weight2% ref. weight | Provider exact |
| τ²-bench Airlineτ²-Bench Airline Domain | Score75.8% | Versus best verified row Best verified: Trinity-Large-Thinking · 88.0% | Gap12.3 behind | WeightDisplay only | Provider exact |
Multimodal5 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| CharXivCharXiv Reasoning | Score79.9% | Versus best verified row Best verified: Qwen3.8 Max · 93.5% | Gap13.6 behind | WeightWeighted 20% | Provider exact |
| BabyVision | Score29.5% | Versus best verified row Best verified: Qwen3.8 Max · 82.0% | Gap52.5 behind | WeightDisplay only | Provider exact |
| MMLongBench-Doc | Score62.8% | Versus best verified row Best verified: Nemotron 3.5 Super VL 120B A12B · 62.8% | GapBest verified | WeightDisplay only | Provider exact |
| V* | Score86.0% | Versus best verified row Best verified: Qwen3.6 Plus · 96.9% | Gap11 behind | WeightDisplay only | Provider exact |
| MathVision | Score77.8% | Versus best verified row Best verified: Qwen3.8 Max · 95.2% | Gap17.4 behind | WeightDisplay only | Provider exact |
Knowledge3 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| HLEHumanity's Last Exam | Score29% | Versus best verified row Best verified: Claude Fable 5.1 · 65% | Gap36 behind | Weight44% ref. weight | Provider exact |
| HLE w/o toolsHumanity's Last Exam without tools | Score31.4% | Versus best verified row Best verified: Claude Opus 5.5 · 64.4% | Gap33 behind | Weight7% ref. weight | Provider exact |
| GPQA-DGPQA Diamond | Score89.9% | Versus best verified row Best verified: GPT-6 Astra · 96.0% | Gap6.1 behind | WeightDisplay only | Provider exact |
Inst. Following1 row
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| IFBenchInstruction Following Benchmark | Score71.5% | Versus best verified row Best verified: MAI-Thinking-1 · 85% | Gap13.5 behind | WeightWeighted 70% | Provider exact |
Math1 row
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| Apex Shortlist | Score89.4% | Versus best verified row Best verified: DeepSeek V4 Pro 0813 · 90.2% | Gap0.8 behind | WeightDisplay only | Provider exact |
Bars run 0–100; the dark tick marks the best source-verified value
All 18 rowsLineage
The sequence follows explicit supersedes links. Each score is estimated for that model; a relative can inform a sparse estimate but never sets a floor, so a newer release can score below an earlier one. Scores and prices remain blank when the corresponding public row or first-party rate is unavailable.
Oct 15, 2026 · you are here
Nemotron 3.5 Super VL 120B A12B NVFP4Not publicly ranked · Price not listed
Nemotron 3.5 Super VL 120B A12B NVFP4 release history
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Radar
Spec sheet
Each documented value carries its source. Missing fields stay visible as not sourced or not published, rather than disappearing from the page.
- API model ID
- nvidia/nemotron-3.5-super-vl-120b-a12bNVIDIA Build NVFP4 endpoint
- Context window
- 1MNVIDIA NVFP4 model card
- Maximum output
- Not sourced yet
- Knowledge cutoff
- Not sourced yet
- Input modalities
- text, image, videoNVIDIA NVFP4 model card
- Output modalities
- textNVIDIA NVFP4 model card
- Parameters
- Not sourced yet
- Availability
- Hugging Face · self-hosted inference · NVIDIA Build early accessNVIDIA NVFP4 model card
- Cloud regions
- Not tracked yet
- Lifecycle
- activeNVIDIA NVFP4 model card
- API capabilities
- Tool calling, structured outputs, and batch support are not tracked yet
- Prompt caching
- Not documented in the pricing recordNVIDIA Build model listing
- Self-host
- Open weights available; hardware estimate not sourced
- Rate limits
- Not tracked yet
How to read this profile
The visual layer above carries the decisions. These notes preserve the model, ranking, coverage, and family context behind the numbers.
We track Nemotron 3.5 Super VL 120B A12B NVFP4, but the public leaderboard excludes this profile until enough non-generated benchmark coverage is available. Only published rows appear above.
Nemotron 3.5 Super VL 120B A12B NVFP4 is a open weight model with a 1M context window. It uses an explicit reasoning mode, which can improve complex problem solving while adding latency and token use.
Open NVFP4 weights for self-hosted inference on DGX Spark, one H200, two H100s, or one GB200. NVIDIA's Build listing serves this quantized release in early access. Hardware and concurrency settings determine usable context.
NVIDIA released the NVFP4 120B-total, 12B-active vision-language checkpoint on October 15, 2026 under OpenMDW 1.1. It combines Mamba-2, attention, MoE, a C-RADIO vision encoder, and native multi-token prediction. Benchmark values are NVIDIA-reported runs; the BF16 and NVFP4 columns remain separate. SciCode subtask accuracy is not main-problem resolve rate. MMLU-ProX uses a ten-language subset, GraphWalks combines 950 filtered prompts, and OSWorld uses the 361-task no-Google-Drive subset; these are not mapped to incompatible standard lanes. OCRBench v2 EN/ZH and Video-MME v2 stay separate from unversioned or pooled fields. Offline, protocol-ambiguous, and proxy results are not added as independent evidence. This quantized variant remains outside general rankings; its own reported values are not copied from BF16.
Nemotron 3.5 Super VL 120B A12B NVFP4 sits in the Nemotron 3.5 Super VL family with Nemotron 3.5 Super VL 120B A12B. 18 of 680 tracked benchmark slots currently have displayable evidence. Missing categories stay blank.
Its strongest eligible category is Instruction Following at #71. a well-rounded choice across a range of tasks.
Last updated October 15, 2026. Runtime fields remain blank until a sourced snapshot exists.
Deployment options
Self-host and provider-specific paths stay separate from benchmark evidence so operating constraints are visible before a score becomes the whole decision.
Published weights are available, but BenchLM does not yet have a sourced parameter and VRAM profile for this exact model. Hardware cost estimates stay unavailable until that sizing record is complete.
Estimate VRAM from known parametersQuestions
How does Nemotron 3.5 Super VL 120B A12B NVFP4 perform overall in AI benchmarks?
Nemotron 3.5 Super VL 120B A12B NVFP4 has 18 source-displayable benchmark rows, but it does not qualify for a public overall rank. The available rows remain visible by category without being converted into a site-wide score. Missing evidence stays blank instead of being estimated from an earlier model.
Is Nemotron 3.5 Super VL 120B A12B NVFP4 good for knowledge and understanding?
Nemotron 3.5 Super VL 120B A12B NVFP4 has source-displayable benchmark coverage for knowledge and understanding, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is Nemotron 3.5 Super VL 120B A12B NVFP4 good for coding and programming?
Nemotron 3.5 Super VL 120B A12B NVFP4 has source-displayable benchmark coverage for coding and programming, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is Nemotron 3.5 Super VL 120B A12B NVFP4 good for mathematics?
Nemotron 3.5 Super VL 120B A12B NVFP4 has source-displayable benchmark coverage for mathematics, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is Nemotron 3.5 Super VL 120B A12B NVFP4 good for agentic tool use and computer tasks?
Nemotron 3.5 Super VL 120B A12B NVFP4 has source-displayable benchmark coverage for agentic tool use and computer tasks, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is Nemotron 3.5 Super VL 120B A12B NVFP4 good for multimodal and grounded tasks?
Nemotron 3.5 Super VL 120B A12B NVFP4 has source-displayable benchmark coverage for multimodal and grounded tasks, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Is Nemotron 3.5 Super VL 120B A12B NVFP4 good for instruction following?
Nemotron 3.5 Super VL 120B A12B NVFP4 ranks #71 out of 146 eligible models for instruction following, with a public category score of 68.1/100. Higher-ranked alternatives are available for workloads where this category decides the choice. Check the underlying rows before treating the aggregate as a workload guarantee.
Is Nemotron 3.5 Super VL 120B A12B NVFP4 open source?
Nemotron 3.5 Super VL 120B A12B NVFP4 is an open-weight model from NVIDIA. Its weights can be downloaded for local or hosted deployment, subject to the published license. Open weight does not automatically mean open source: training data and training code may remain private, and commercial restrictions can still apply.
Which sibling models are related to Nemotron 3.5 Super VL 120B A12B NVFP4?
Nemotron 3.5 Super VL 120B A12B NVFP4 belongs to the Nemotron 3.5 Super VL family. Related tracked variants include Nemotron 3.5 Super VL 120B A12B. A sibling link indicates shared lineage or a documented configuration relationship; it does not mean the variants have identical pricing, context limits, benchmark evidence, or deployment behavior. Compare before switching.
Does Nemotron 3.5 Super VL 120B A12B NVFP4 have full benchmark coverage on BenchLM?
No. Nemotron 3.5 Super VL 120B A12B NVFP4 currently has 28 source-displayable rows across 680 tracked benchmark slots. The profile exposes published, non-generated evidence and leaves missing categories blank until an exact evaluation is available. Coverage describes how much was measured; it is not a penalty added to an individual benchmark result.
What is the context window size of Nemotron 3.5 Super VL 120B A12B NVFP4?
Nemotron 3.5 Super VL 120B A12B NVFP4 has a documented context window of 1M. That figure is the maximum combined prompt and retained-conversation space reported for this exact model; it is not the maximum output length. The profile keeps output limits separate because providers often publish those limits independently.