Model comparison

Nemotron 3.5 Lightning vs Phi-4

Nemotron 3.5 Lightning is the stronger model overall, scoring 40.0 to 31.2 on the Noometry Index.

Last verified . 17 shared benchmarks.

Nemotron 3.5 Lightning NVIDIA

40.0

Rank #155 Confirmed

Phi-4 Microsoft

31.2

Rank #279 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Nemotron 3.5 Lightning scores higher in 8 categories and Phi-4 in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Nemotron 3.5 Lightning leads 37.5 to 20.8.
  • Both cost about the same: $0.05 input and $0.20 output per million tokens.
  • Nemotron 3.5 Lightning accepts more context: 262K tokens versus 128K.

Side by side

Nemotron 3.5 Lightning and Phi-4 specifications
Nemotron 3.5 LightningPhi-4
ProviderNVIDIAMicrosoft
Noometry Index40.031.2
Released2026-08-112024-12-11
WeightsOpenOpen
Context window262K128K
Max output262K4K
Input $ / M tokens$0.05$0.07
Output $ / M tokens$0.20$0.14
Results tracked1837

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Category by category

Coding Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 40.4 (#141), Phi-4: 34.4 (#239)

Coding benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Coding13751231
BigCodeBench Instruct—45.5%
LiveBench Coding—30.7%
BigCodeBench Complete—55.4%

Agentic & Tool Use Not comparable

Nemotron 3.5 Lightning: —, Phi-4: 22.8 (#128)

Agentic & Tool Use benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
Berkeley Function Calling Leaderboard—28.8%
BALROG—11.6%

Reasoning Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 26.8 (#127), Phi-4: 17.7 (#291)

Reasoning benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Hard Prompts13371220
Chess Puzzles—1%
LiveBench Reasoning—47.8%
LiveBench Data Analysis—45.2%
Epoch Capabilities Index—130.42
LiveBench—41.6%

Math Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 37.5 (#155), Phi-4: 20.8 (#285)

Math benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Math13591246
OTIS Mock AIME 2024-2025—13.8%
LiveBench Math—42%
MATH Level 5—64.9%

Knowledge Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 37.5 (#154), Phi-4: 32.6 (#209)

Knowledge benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Expert13561203
GPQA Diamond—56.1%
Confabulations—29.4%
Vectara Hallucination Rate—3.7%
MMLU—84.8%

Multilingual Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 44.0 (#180), Phi-4: 37.2 (#237)

Multilingual benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Non-English12951197
LMArena Chinese13591212
LMArena French13661224
LMArena German12821222
LMArena Japanese12061158
LMArena Korean12381151
LMArena Russian12531209
LMArena Spanish13451234

Instruction Following Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 69.6 (#170), Phi-4: 60.4 (#251)

Instruction Following benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Instruction Following13181201
LiveBench Instruction Following—58.4%

Long Context Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 39.9 (#165), Phi-4: 36.9 (#226)

Long Context benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Longer Query13141217

Writing & Preference Nemotron 3.5 Lightning leads

Nemotron 3.5 Lightning: 48.5 (#201), Phi-4: 40.5 (#244)

Writing & Preference benchmarks
BenchmarkNemotron 3.5 LightningPhi-4
LMArena Text13271217
LMArena Creative Writing12541182
LMArena Multi-Turn13281206
Short-Story Creative Writing—62.6%
EQ-Bench Creative Writing1280—
LiveBench Language—25.6%

Frequently asked questions

Is Nemotron 3.5 Lightning better than Phi-4?

Nemotron 3.5 Lightning is the stronger model overall, scoring 40.0 to 31.2 on the Noometry Index.

Which is cheaper, Nemotron 3.5 Lightning or Phi-4?

Phi-4 is cheaper. It lists at $0.07 per million input tokens and $0.14 per million output tokens; Nemotron 3.5 Lightning lists at $0.05 and $0.20.

Is Nemotron 3.5 Lightning or Phi-4 better for coding?

Nemotron 3.5 Lightning scores higher on coding benchmarks: 40.4 versus 34.4 in the Noometry coding category.

Which has the bigger context window?

Nemotron 3.5 Lightning does, with 262K tokens against 128K.

How many benchmarks do Nemotron 3.5 Lightning and Phi-4 share?

17 benchmarks have published results for both models. Nemotron 3.5 Lightning has 18 scored results on Noometry and Phi-4 has 37.

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