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LongCat 2.0vsNVIDIA Nemotron 3 Super 120B-A12B

LongCat 2.0 and NVIDIA Nemotron 3 Super 120B-A12B do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Both offer a 1M-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0
no overlap yet
Cheaper per token
list price, input + output
Larger context
Tie
both 1M tokens
Provider uptime (30d)
— · 100%
Meituan LongCat · NVIDIA
LongCat 2.0
Meituan LongCat · released 2026-06-30
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 4 core
NVIDIA Nemotron 3 Super 120B-A12B
NVIDIA · released 2026-03-11
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 8 core
Quality

Benchmark matrix

BenchmarkLongCat 2.0NVIDIA Nemotron 3 Super 120B-A12BΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only LongCat 2.0 reports · 10
GPQA Diamond88.9% not reported
BrowseComp79.9% not reported
FORTE73.2% not reported
IFEval90% not reported
IMO-AnswerBench81.8% not reported
RWSearch78.8% not reported
SWE-bench Multilingual77.3% not reported
SWE-bench Pro59.5% not reported
Terminal-Bench 2.170.8% not reported
Writing Bench83.8% not reported
Only NVIDIA Nemotron 3 Super 120B-A12B reports · 10
SWE-bench Verifiednot reported60.47%
MMLU-Pronot reported83.73%
AIME 2025not reported90.21%
Humanity's Last Exam (no tools)not reported18.26%
LMArena Elonot reported1377.9
GPQA (no tools)not reported79.23%
GPQA (with tools)not reported82.7%
Humanity's Last Exam (with tools)not reported22.82%
LiveCodeBenchnot reported81.19%
Terminal-Bench Core 2.0not reported31%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is LongCat 2.0 minus NVIDIA Nemotron 3 Super 120B-A12B in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecLongCat 2.0NVIDIA Nemotron 3 Super 120B-A12BEdge
Context window1M tokens1M tokensTie
Max output
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2026-06-302026-03-11
Cited benchmark scores1010
Reliability

Provider status

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Which one wins on your data?

Public benchmarks are a starting point. Run LongCat 2.0 and NVIDIA Nemotron 3 Super 120B-A12B on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.