Model comparison

Nemotron 3 Ultra vs Phi-4

Nemotron 3 Ultra is the stronger model overall, scoring 42.5 to 31.2 on the Noometry Index. Phi-4 costs 11× less per token, which makes it the better buy when Nemotron 3 Ultra's lead doesn't matter for your workload.

Last verified . 20 shared benchmarks.

Nemotron 3 Ultra NVIDIA

42.5

Rank #113 Confirmed

Phi-4 Microsoft

31.2

Rank #279 Confirmed

Summary

  • They share 20 benchmarks with published results for both. Nemotron 3 Ultra scores higher in 9 categories and Phi-4 in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Nemotron 3 Ultra leads 66.3 to 40.5.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 86.7% for Nemotron 3 Ultra and 13.8% for Phi-4.
  • Phi-4 is cheaper at $0.07 / $0.14 per million input/output tokens, against $0.50 / $2.20 for Nemotron 3 Ultra.
  • Nemotron 3 Ultra accepts more context: 262K tokens versus 128K.

Side by side

Nemotron 3 Ultra and Phi-4 specifications
Nemotron 3 UltraPhi-4
ProviderNVIDIAMicrosoft
Noometry Index42.531.2
Released2026-06-042024-12-11
WeightsOpenOpen
Context window262K128K
Max output128K4K
Input $ / M tokens$0.50$0.07
Output $ / M tokens$2.20$0.14
Results tracked3037

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Category by category

Coding Nemotron 3 Ultra leads

Nemotron 3 Ultra: 38.1 (#182), Phi-4: 34.4 (#239)

Coding benchmarks
BenchmarkNemotron 3 UltraPhi-4
LMArena Coding14681231
FrontierCode13.6%—
SciCode40.3%—
WeirdML43.5%—
BigCodeBench Instruct—45.5%
LiveBench Coding—30.7%
BigCodeBench Complete—55.4%

Agentic & Tool Use Too close to call

Nemotron 3 Ultra: 23.4 (#126), Phi-4: 22.8 (#128)

Agentic & Tool Use benchmarks
BenchmarkNemotron 3 UltraPhi-4
APEX-Agents22.7%—
Berkeley Function Calling Leaderboard—28.8%
BALROG—11.6%

Reasoning Nemotron 3 Ultra leads

Nemotron 3 Ultra: 31.0 (#82), Phi-4: 17.7 (#291)

Reasoning benchmarks
BenchmarkNemotron 3 UltraPhi-4
Chess Puzzles12%1%
LMArena Hard Prompts14521220
Epoch Capabilities Index146.17130.42
CritPt3.1%—
LiveBench Reasoning—47.8%
Mystery Game Puzzles20%—
DTBench90.1%—
LiveBench Data Analysis—45.2%
LMCA36.9%—
LiveBench—41.6%

Math Nemotron 3 Ultra leads

Nemotron 3 Ultra: 35.3 (#187), Phi-4: 20.8 (#285)

Math benchmarks
BenchmarkNemotron 3 UltraPhi-4
OTIS Mock AIME 2024-202586.7%13.8%
LMArena Math14571246
ProofBench2%—
LiveBench Math—42%
MATH Level 5—64.9%

Knowledge Nemotron 3 Ultra leads

Nemotron 3 Ultra: 52.5 (#61), Phi-4: 32.6 (#209)

Knowledge benchmarks
BenchmarkNemotron 3 UltraPhi-4
GPQA Diamond85.4%56.1%
LMArena Expert14721203
Confabulations—29.4%
Vectara Hallucination Rate—3.7%
MMLU—84.8%

Multilingual Nemotron 3 Ultra leads

Nemotron 3 Ultra: 53.5 (#64), Phi-4: 37.2 (#237)

Multilingual benchmarks
BenchmarkNemotron 3 UltraPhi-4
LMArena Non-English14271197
LMArena Chinese14971212
LMArena French14721224
LMArena German14711222
LMArena Korean13861151
LMArena Russian14171209
LMArena Spanish14541234
LMArena Japanese—1158

Instruction Following Nemotron 3 Ultra leads

Nemotron 3 Ultra: 74.7 (#88), Phi-4: 60.4 (#251)

Instruction Following benchmarks
BenchmarkNemotron 3 UltraPhi-4
LMArena Instruction Following14181201
LiveBench Instruction Following—58.4%

Long Context Nemotron 3 Ultra leads

Nemotron 3 Ultra: 43.9 (#81), Phi-4: 36.9 (#226)

Long Context benchmarks
BenchmarkNemotron 3 UltraPhi-4
LMArena Longer Query14371217

Writing & Preference Nemotron 3 Ultra leads

Nemotron 3 Ultra: 66.3 (#36), Phi-4: 40.5 (#244)

Writing & Preference benchmarks
BenchmarkNemotron 3 UltraPhi-4
LMArena Text14451217
LMArena Creative Writing13981182
LMArena Multi-Turn14111206
Short-Story Creative Writing—62.6%
EQ-Bench Creative Writing1692—
LiveBench Language—25.6%

Frequently asked questions

Is Nemotron 3 Ultra better than Phi-4?

Nemotron 3 Ultra is the stronger model overall, scoring 42.5 to 31.2 on the Noometry Index. Phi-4 costs 11× less per token, which makes it the better buy when Nemotron 3 Ultra's lead doesn't matter for your workload.

Which is cheaper, Nemotron 3 Ultra or Phi-4?

Phi-4 is cheaper. It lists at $0.07 per million input tokens and $0.14 per million output tokens; Nemotron 3 Ultra lists at $0.50 and $2.20.

Is Nemotron 3 Ultra or Phi-4 better for coding?

Nemotron 3 Ultra scores higher on coding benchmarks: 38.1 versus 34.4 in the Noometry coding category.

Which has the bigger context window?

Nemotron 3 Ultra does, with 262K tokens against 128K.

How many benchmarks do Nemotron 3 Ultra and Phi-4 share?

20 benchmarks have published results for both models. Nemotron 3 Ultra has 30 scored results on Noometry and Phi-4 has 37.

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