Model comparison

Llama 4 Scout vs Phi-4

Phi-4 is the stronger model overall, scoring 31.2 to 27.7 on the Noometry Index.

Last verified . 24 shared benchmarks.

Llama 4 Scout Meta

27.7

Rank #330 Confirmed

Phi-4 Microsoft

31.2

Rank #279 Confirmed

Summary

  • They share 24 benchmarks with published results for both. Llama 4 Scout scores higher in 3 categories and Phi-4 in 6 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in coding, where Phi-4 leads 34.4 to 20.2.
  • The biggest single-benchmark swing is BigCodeBench Complete: 43.1% for Llama 4 Scout and 55.4% for Phi-4.
  • Phi-4 is cheaper at $0.07 / $0.14 per million input/output tokens, against $0.10 / $0.30 for Llama 4 Scout.

Side by side

Llama 4 Scout and Phi-4 specifications
Llama 4 ScoutPhi-4
ProviderMetaMicrosoft
Noometry Index27.731.2
Released2025-04-052024-12-11
WeightsOpenOpen
Context window128K128K
Max output4K4K
Input $ / M tokens$0.10$0.07
Output $ / M tokens$0.30$0.14
Results tracked4337

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Category by category

Coding Phi-4 leads

Llama 4 Scout: 20.2 (#339), Phi-4: 34.4 (#239)

Coding benchmarks
BenchmarkLlama 4 ScoutPhi-4
LMArena Coding12861231
BigCodeBench Complete43.1%55.4%
SWE-bench Verified (bash only)9.1%—
SciCode17%—
BigCodeBench Instruct—45.5%
LiveBench Coding—30.7%

Agentic & Tool Use Llama 4 Scout leads

Llama 4 Scout: 24.6 (#119), Phi-4: 22.8 (#128)

Agentic & Tool Use benchmarks
BenchmarkLlama 4 ScoutPhi-4
Berkeley Function Calling Leaderboard28.1%28.8%
BALROG—11.6%

Reasoning Phi-4 leads

Llama 4 Scout: 9.1 (#345), Phi-4: 17.7 (#291)

Reasoning benchmarks
BenchmarkLlama 4 ScoutPhi-4
LMArena Hard Prompts12661220
Epoch Capabilities Index129.64130.42
ARC-AGI-20%—
Kagi LLM Benchmark36.9%—
ARC-AGI-10.5%—
CritPt0%—
Chess Puzzles—1%
LiveBench Reasoning—47.8%
DTBench57.9%—
LiveBench Data Analysis—45.2%
LMCA12%—
ForecastBench57.5—
LiveBench—41.6%

Math Phi-4 leads

Llama 4 Scout: 19.6 (#286), Phi-4: 20.8 (#285)

Math benchmarks
BenchmarkLlama 4 ScoutPhi-4
OTIS Mock AIME 2024-20257.8%13.8%
LMArena Math12871246
MATH Level 562.3%64.9%
Omni-MATH37.3%—
LiveBench Math—42%
FrontierMath (Feb 2025 set)0%—

Knowledge Too close to call

Llama 4 Scout: 31.9 (#217), Phi-4: 32.6 (#209)

Knowledge benchmarks
BenchmarkLlama 4 ScoutPhi-4
GPQA Diamond51.8%56.1%
Vectara Hallucination Rate7.7%3.7%
LMArena Expert12351203
MMLU-Pro74.2%—
Confabulations—29.4%
GPQA (HELM)50.7%—
MMLU—84.8%

Multimodal Not comparable

Llama 4 Scout: 32.2 (#102), Phi-4: —

Multimodal benchmarks
BenchmarkLlama 4 ScoutPhi-4
LMArena Vision1118—
SpatialViz-Bench34.2%—

Multilingual Llama 4 Scout leads

Llama 4 Scout: 41.0 (#212), Phi-4: 37.2 (#237)

Multilingual benchmarks
BenchmarkLlama 4 ScoutPhi-4
LMArena Non-English12521197
LMArena Chinese12551212
LMArena French12821224
LMArena German12721222
LMArena Japanese12061158
LMArena Korean12071151
LMArena Russian12631209
LMArena Spanish12781234

Instruction Following Llama 4 Scout leads

Llama 4 Scout: 65.8 (#217), Phi-4: 60.4 (#251)

Instruction Following benchmarks
BenchmarkLlama 4 ScoutPhi-4
LMArena Instruction Following12481201
LiveBench Instruction Following—58.4%
IFEval81.8%—

Long Context Phi-4 leads

Llama 4 Scout: 27.5 (#294), Phi-4: 36.9 (#226)

Long Context benchmarks
BenchmarkLlama 4 ScoutPhi-4
LMArena Longer Query12651217
Fiction.LiveBench36%—

Writing & Preference Phi-4 leads

Llama 4 Scout: 37.0 (#261), Phi-4: 40.5 (#244)

Writing & Preference benchmarks
BenchmarkLlama 4 ScoutPhi-4
LMArena Text12791217
LMArena Creative Writing12491182
LMArena Multi-Turn12801206
Short-Story Creative Writing—62.6%
EQ-Bench Creative Writing783—
WildBench78%—
LiveBench Language—25.6%

Frequently asked questions

Is Llama 4 Scout better than Phi-4?

Phi-4 is the stronger model overall, scoring 31.2 to 27.7 on the Noometry Index.

Which is cheaper, Llama 4 Scout or Phi-4?

Phi-4 is cheaper. It lists at $0.07 per million input tokens and $0.14 per million output tokens; Llama 4 Scout lists at $0.10 and $0.30.

Is Llama 4 Scout or Phi-4 better for coding?

Phi-4 scores higher on coding benchmarks: 34.4 versus 20.2 in the Noometry coding category.

Which has the bigger context window?

Both accept 128K tokens.

How many benchmarks do Llama 4 Scout and Phi-4 share?

24 benchmarks have published results for both models. Llama 4 Scout has 43 scored results on Noometry and Phi-4 has 37.

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