# Grok 3 vs Step 2 16k Exp 202412

> Grok 3 and Step 2 16k Exp 202412 score almost the same on the Noometry Index (39.9 vs 39.2), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/grok-3-vs-step-2-16k-exp-202412
- Last updated: 2026-10-12
- Shared benchmarks: 12

## Summary

- They share 12 benchmarks with published results for both. Grok 3 scores higher in 6 categories and Step 2 16k Exp 202412 in 2 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Step 2 16k Exp 202412 leads 25.9 to 13.7.

## Snapshot

| | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| Provider | xAI | StepFun |
| Noometry Index | 39.9 | 39.2 |
| Rank | 157 | 171 |
| Context | — | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Proprietary | Proprietary |

## Coding

- Grok 3: 41.9 (#115)
- Step 2 16k Exp 202412: 38.5 (#174)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Coding | 1432 | 1316 |
| Aider Polyglot | 53.3% | — |
| WeirdML | 37.2% | — |

## Agentic & Tool Use

- Grok 3: 30.5 (#76)
- Step 2 16k Exp 202412: —

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| BALROG | 29.5% | — |

## Reasoning

- Grok 3: 13.7 (#333)
- Step 2 16k Exp 202412: 25.9 (#142)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Hard Prompts | 1434 | 1299 |
| ARC-AGI-2 | 0% | — |
| SimpleBench | 36.1% | — |
| Kagi LLM Benchmark | 61.3% | — |
| ARC-AGI-1 | 5.5% | — |
| Epoch Capabilities Index | 138.33 | — |

## Math

- Grok 3: 38.0 (#145)
- Step 2 16k Exp 202412: 36.3 (#169)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Math | 1391 | 1304 |
| OTIS Mock AIME 2024-2025 | 55.6% | — |
| Omni-MATH | 46.4% | — |
| MATH Level 5 | 88.7% | — |
| FrontierMath (Feb 2025 set) | 3.8% | — |
| FrontierMath Tier 4 (v1) | 0% | — |

## Knowledge

- Grok 3: 46.2 (#82)
- Step 2 16k Exp 202412: 35.2 (#187)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Expert | 1421 | 1279 |
| GPQA Diamond | 75.8% | — |
| MMLU-Pro | 78.8% | — |
| Confabulations | 14.2% | — |
| Vectara Hallucination Rate | 5.8% | — |
| GPQA (HELM) | 65% | — |

## Multilingual

- Grok 3: 52.3 (#87)
- Step 2 16k Exp 202412: 43.7 (#181)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Non-English | 1410 | 1290 |
| LMArena Chinese | 1448 | 1331 |
| LMArena Russian | 1416 | 1324 |
| LMArena French | 1460 | — |
| LMArena German | 1431 | — |
| LMArena Japanese | 1387 | — |
| LMArena Korean | 1373 | — |
| LMArena Spanish | 1417 | — |

## Instruction Following

- Grok 3: 75.0 (#73)
- Step 2 16k Exp 202412: 67.9 (#192)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Instruction Following | 1409 | 1287 |
| IFEval | 88.4% | — |

## Long Context

- Grok 3: 38.7 (#192)
- Step 2 16k Exp 202412: 39.7 (#170)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Longer Query | 1439 | 1307 |
| Fiction.LiveBench | 58.3% | — |

## Writing & Preference

- Grok 3: 55.8 (#141)
- Step 2 16k Exp 202412: 52.3 (#173)

| Benchmark | Grok 3 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Text | 1426 | 1321 |
| LMArena Creative Writing | 1414 | 1328 |
| LMArena Multi-Turn | 1425 | 1292 |
| Short-Story Creative Writing | 76.4% | — |
| EQ-Bench Creative Writing | 1186 | — |
| WildBench | 84.9% | — |

## FAQ

### Is Grok 3 better than Step 2 16k Exp 202412?

Grok 3 and Step 2 16k Exp 202412 score almost the same on the Noometry Index (39.9 vs 39.2), so choose on price, context window or the category you care about most.

### Is Grok 3 or Step 2 16k Exp 202412 better for coding?

Grok 3 scores higher on coding benchmarks: 41.9 versus 38.5 in the Noometry coding category.

### How many benchmarks do Grok 3 and Step 2 16k Exp 202412 share?

12 benchmarks have published results for both models. Grok 3 has 40 scored results on Noometry and Step 2 16k Exp 202412 has 12.