Model comparison
Claude 3 Sonnet vs Llama 4 Scout
Claude 3 Sonnet is the stronger model overall, scoring 29.0 to 27.7 on the Noometry Index.
Last verified . 24 shared benchmarks.
Summary
- They share 24 benchmarks with published results for both. Claude 3 Sonnet scores higher in 4 categories and Llama 4 Scout in 5 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Claude 3 Sonnet leads 20.5 to 9.1.
- The biggest single-benchmark swing is MATH Level 5: 18.2% for Claude 3 Sonnet and 62.3% for Llama 4 Scout.
- Llama 4 Scout has downloadable open weights; the other is API-only.
Side by side
| Claude 3 Sonnet | Llama 4 Scout | |
|---|---|---|
| Provider | Anthropic | Meta |
| Noometry Index | 29.0 | 27.7 |
| Released | 2024-02-29 | 2025-04-05 |
| Weights | Proprietary | Open |
| Context window | — | 128K |
| Max output | — | 4K |
| Input $ / M tokens | — | $0.10 |
| Output $ / M tokens | — | $0.30 |
| Results tracked | 30 | 43 |
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Category by category
Coding Claude 3 Sonnet leads
Claude 3 Sonnet: 29.6 (#302), Llama 4 Scout: 20.2 (#339)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| LMArena Coding | 1223 | 1286 |
| BigCodeBench Complete | 53.8% | 43.1% |
| SWE-bench Verified (bash only) | — | 9.1% |
| SciCode | — | 17% |
| WeirdML | 10.2% | — |
| BigCodeBench Instruct | 42.7% | — |
| HumanEval+ | 64% | — |
| MBPP+ | 69.3% | — |
Agentic & Tool Use Not comparable
Claude 3 Sonnet: —, Llama 4 Scout: 24.6 (#119)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 28.1% |
Reasoning Claude 3 Sonnet leads
Claude 3 Sonnet: 20.5 (#237), Llama 4 Scout: 9.1 (#345)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1266 |
| DTBench | 53.6% | 57.9% |
| Epoch Capabilities Index | 120.7 | 129.64 |
| ARC-AGI-2 | — | 0% |
| Kagi LLM Benchmark | — | 36.9% |
| ARC-AGI-1 | — | 0.5% |
| CritPt | — | 0% |
| LMCA | — | 12% |
| ForecastBench | — | 57.5 |
| WinoGrande | 75.1% | — |
Math Llama 4 Scout leads
Claude 3 Sonnet: 10.7 (#310), Llama 4 Scout: 19.6 (#286)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 2.5% | 7.8% |
| LMArena Math | 1213 | 1287 |
| MATH Level 5 | 18.2% | 62.3% |
| Omni-MATH | — | 37.3% |
| FrontierMath (Feb 2025 set) | — | 0% |
Knowledge Llama 4 Scout leads
Claude 3 Sonnet: 21.1 (#276), Llama 4 Scout: 31.9 (#217)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| GPQA Diamond | 40.6% | 51.8% |
| LMArena Expert | 1173 | 1235 |
| MMLU-Pro | — | 74.2% |
| Vectara Hallucination Rate | — | 7.7% |
| GPQA (HELM) | — | 50.7% |
| MMLU | 75.9% | — |
Multimodal Llama 4 Scout leads
Claude 3 Sonnet: 25.2 (#125), Llama 4 Scout: 32.2 (#102)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| LMArena Vision | 984 | 1118 |
| SpatialViz-Bench | — | 34.2% |
Multilingual Llama 4 Scout leads
Claude 3 Sonnet: 37.8 (#234), Llama 4 Scout: 41.0 (#212)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| LMArena Non-English | 1205 | 1252 |
| LMArena Chinese | 1189 | 1255 |
| LMArena French | 1229 | 1282 |
| LMArena German | 1204 | 1272 |
| LMArena Japanese | 1131 | 1206 |
| LMArena Korean | 1128 | 1207 |
| LMArena Russian | 1227 | 1263 |
| LMArena Spanish | 1204 | 1278 |
Instruction Following Llama 4 Scout leads
Claude 3 Sonnet: 62.8 (#235), Llama 4 Scout: 65.8 (#217)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| LMArena Instruction Following | 1199 | 1248 |
| IFEval | — | 81.8% |
Long Context Claude 3 Sonnet leads
Claude 3 Sonnet: 36.7 (#228), Llama 4 Scout: 27.5 (#294)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| LMArena Longer Query | 1211 | 1265 |
| Fiction.LiveBench | — | 36% |
Writing & Preference Claude 3 Sonnet leads
Claude 3 Sonnet: 42.1 (#238), Llama 4 Scout: 37.0 (#261)
| Benchmark | Claude 3 Sonnet | Llama 4 Scout |
|---|---|---|
| LMArena Text | 1218 | 1279 |
| LMArena Creative Writing | 1186 | 1249 |
| LMArena Multi-Turn | 1227 | 1280 |
| EQ-Bench Creative Writing | — | 783 |
| WildBench | — | 78% |
Frequently asked questions
Is Claude 3 Sonnet better than Llama 4 Scout?
Claude 3 Sonnet is the stronger model overall, scoring 29.0 to 27.7 on the Noometry Index.
Is Claude 3 Sonnet or Llama 4 Scout better for coding?
Claude 3 Sonnet scores higher on coding benchmarks: 29.6 versus 20.2 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and Llama 4 Scout share?
24 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and Llama 4 Scout has 43.