Model comparison

Gemini 3 Deep Think vs Llama 4 Scout

Llama 4 Scout has enough public results to be ranked (#330); Gemini 3 Deep Think does not yet, so treat this comparison as directional.

Last verified . 3 shared benchmarks.

Gemini 3 Deep Think Google

58.3

Unranked Sparse

Llama 4 Scout Meta

27.7

Rank #330 Confirmed

Summary

  • They share 3 benchmarks with published results for both. Gemini 3 Deep Think scores higher in 1 category and Llama 4 Scout in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in reasoning, where Gemini 3 Deep Think leads 70.2 to 9.1.
  • The biggest single-benchmark swing is ARC-AGI-1: 96% for Gemini 3 Deep Think and 0.5% for Llama 4 Scout.
  • Llama 4 Scout has downloadable open weights; the other is API-only.

Side by side

Gemini 3 Deep Think and Llama 4 Scout specifications
Gemini 3 Deep ThinkLlama 4 Scout
ProviderGoogleMeta
Noometry Index58.327.7
Released2026-02-122025-04-05
WeightsProprietaryOpen
Context window—128K
Max output—4K
Input $ / M tokens—$0.10
Output $ / M tokens—$0.30
Results tracked343

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Category by category

Coding Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 20.2 (#339)

Coding benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
SWE-bench Verified (bash only)—9.1%
SciCode—17%
LMArena Coding—1286
BigCodeBench Complete—43.1%

Agentic & Tool Use Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 24.6 (#119)

Agentic & Tool Use benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
Berkeley Function Calling Leaderboard—28.1%

Reasoning Gemini 3 Deep Think leads

Gemini 3 Deep Think: 70.2 (#14), Llama 4 Scout: 9.1 (#345)

Reasoning benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
ARC-AGI-284.6%0%
ARC-AGI-196%0.5%
CritPt25.7%0%
Kagi LLM Benchmark—36.9%
LMArena Hard Prompts—1266
DTBench—57.9%
LMCA—12%
Epoch Capabilities Index—129.64
ForecastBench—57.5

Math Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 19.6 (#286)

Math benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
OTIS Mock AIME 2024-2025—7.8%
Omni-MATH—37.3%
LMArena Math—1287
MATH Level 5—62.3%
FrontierMath (Feb 2025 set)—0%

Knowledge Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 31.9 (#217)

Knowledge benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
GPQA Diamond—51.8%
MMLU-Pro—74.2%
Vectara Hallucination Rate—7.7%
GPQA (HELM)—50.7%
LMArena Expert—1235

Multimodal Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 32.2 (#102)

Multimodal benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
LMArena Vision—1118
SpatialViz-Bench—34.2%

Multilingual Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 41.0 (#212)

Multilingual benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
LMArena Non-English—1252
LMArena Chinese—1255
LMArena French—1282
LMArena German—1272
LMArena Japanese—1206
LMArena Korean—1207
LMArena Russian—1263
LMArena Spanish—1278

Instruction Following Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 65.8 (#217)

Instruction Following benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
IFEval—81.8%
LMArena Instruction Following—1248

Long Context Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 27.5 (#294)

Long Context benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
Fiction.LiveBench—36%
LMArena Longer Query—1265

Writing & Preference Not comparable

Gemini 3 Deep Think: —, Llama 4 Scout: 37.0 (#261)

Writing & Preference benchmarks
BenchmarkGemini 3 Deep ThinkLlama 4 Scout
LMArena Text—1279
LMArena Creative Writing—1249
EQ-Bench Creative Writing—783
WildBench—78%
LMArena Multi-Turn—1280

Frequently asked questions

Is Gemini 3 Deep Think better than Llama 4 Scout?

Llama 4 Scout has enough public results to be ranked (#330); Gemini 3 Deep Think does not yet, so treat this comparison as directional.

How many benchmarks do Gemini 3 Deep Think and Llama 4 Scout share?

3 benchmarks have published results for both models. Gemini 3 Deep Think has 3 scored results on Noometry and Llama 4 Scout has 43.

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