# Llama 3.1-70B vs Step 3

> Step 3 is the stronger model overall, scoring 40.5 to 29.6 on the Noometry Index.

- Canonical page: https://noometry.com/compare/llama-3-1-70b-vs-step-3
- Last updated: 2026-10-10
- Shared benchmarks: 15

## Summary

- They share 15 benchmarks with published results for both. Llama 3.1-70B scores higher in 0 categories and Step 3 in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where Step 3 leads 37.6 to 13.5.

## Snapshot

| | Llama 3.1-70B | Step 3 |
|---|---|---|
| Provider | Meta | StepFun |
| Noometry Index | 29.6 | 40.5 |
| Rank | 308 | 149 |
| Context | 128K | — |
| Input $/M | $0.40 | — |
| Output $/M | $0.40 | — |
| Weights | Open | Open |

## Coding

- Llama 3.1-70B: 30.3 (#296)
- Step 3: 40.1 (#147)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Coding | 1260 | 1367 |
| WeirdML | 9% | — |
| BigCodeBench Instruct | 46.1% | — |
| BigCodeBench Complete | 54.8% | — |

## Agentic & Tool Use

- Llama 3.1-70B: 25.1 (#112)
- Step 3: —

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| TheAgentCompany | 6.9% | — |
| BALROG | 27.9% | — |

## Reasoning

- Llama 3.1-70B: 21.6 (#220)
- Step 3: 28.4 (#105)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Hard Prompts | 1241 | 1355 |
| Kagi LLM Benchmark | — | 62.3% |
| DTBench | 60% | — |
| LMCA | 14.8% | — |
| Epoch Capabilities Index | 125.92 | — |

## Math

- Llama 3.1-70B: 13.5 (#304)
- Step 3: 37.6 (#148)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Math | 1252 | 1366 |
| OTIS Mock AIME 2024-2025 | 3.6% | — |
| Omni-MATH | 21% | — |
| MATH Level 5 | 36.7% | — |

## Knowledge

- Llama 3.1-70B: 24.2 (#269)
- Step 3: 36.8 (#164)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Expert | 1209 | 1333 |
| GPQA Diamond | 44.2% | — |
| MMLU-Pro | 65.3% | — |
| GPQA (HELM) | 42.6% | — |
| MMLU | 80.1% | — |

## Multimodal

- Llama 3.1-70B: —
- Step 3: 35.5 (#86)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Vision | — | 1177 |

## Multilingual

- Llama 3.1-70B: 38.8 (#225)
- Step 3: 46.3 (#159)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Non-English | 1219 | 1327 |
| LMArena Chinese | 1215 | 1397 |
| LMArena German | 1222 | 1371 |
| LMArena Korean | 1140 | 1269 |
| LMArena Russian | 1234 | 1331 |
| LMArena Spanish | 1253 | 1371 |
| LMArena French | 1261 | — |
| LMArena Japanese | 1132 | — |

## Instruction Following

- Llama 3.1-70B: 65.3 (#223)
- Step 3: 70.4 (#164)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Instruction Following | 1231 | 1332 |
| IFEval | 82.1% | — |

## Long Context

- Llama 3.1-70B: 37.6 (#214)
- Step 3: 40.3 (#157)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Longer Query | 1241 | 1326 |

## Writing & Preference

- Llama 3.1-70B: 35.4 (#267)
- Step 3: 54.3 (#151)

| Benchmark | Llama 3.1-70B | Step 3 |
|---|---|---|
| LMArena Text | 1261 | 1350 |
| LMArena Creative Writing | 1232 | 1321 |
| LMArena Multi-Turn | 1256 | 1341 |
| EQ-Bench Creative Writing | 784 | — |
| WildBench | 75.8% | — |

## FAQ

### Is Llama 3.1-70B better than Step 3?

Step 3 is the stronger model overall, scoring 40.5 to 29.6 on the Noometry Index.

### Is Llama 3.1-70B or Step 3 better for coding?

Step 3 scores higher on coding benchmarks: 40.1 versus 30.3 in the Noometry coding category.

### How many benchmarks do Llama 3.1-70B and Step 3 share?

15 benchmarks have published results for both models. Llama 3.1-70B has 35 scored results on Noometry and Step 3 has 17.