Model comparison
Laguna M.1 vs Step 2 16k Exp 202412
Step 2 16k Exp 202412 is the stronger model overall, scoring 39.2 to 32.5 on the Noometry Index.
Last verified . 0 shared benchmarks.
Summary
- The widest gap is in math, where Step 2 16k Exp 202412 leads 36.3 to 21.1.
- Laguna M.1 has downloadable open weights; the other is API-only.
Side by side
| Laguna M.1 | Step 2 16k Exp 202412 | |
|---|---|---|
| Provider | Poolside | StepFun |
| Noometry Index | 32.5 | 39.2 |
| Released | 2026-04-28 | — |
| Weights | Open | Proprietary |
| Context window | 262K | — |
| Max output | 33K | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 3 | 12 |
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Category by category
Coding Step 2 16k Exp 202412 leads
Laguna M.1: 36.6 (#204), Step 2 16k Exp 202412: 38.5 (#174)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena WebDev | 1349 | — |
| LMArena Coding | — | 1316 |
Reasoning Step 2 16k Exp 202412 leads
Laguna M.1: 23.1 (#184), Step 2 16k Exp 202412: 25.9 (#142)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Hard Prompts | — | 1299 |
| Surface Evolver Bench | 15.6% | — |
Math Step 2 16k Exp 202412 leads
Laguna M.1: 21.1 (#283), Step 2 16k Exp 202412: 36.3 (#169)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| ProofBench | 0% | — |
| LMArena Math | — | 1304 |
Knowledge Not comparable
Laguna M.1: —, Step 2 16k Exp 202412: 35.2 (#187)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Expert | — | 1279 |
Multilingual Not comparable
Laguna M.1: —, Step 2 16k Exp 202412: 43.7 (#181)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Non-English | — | 1290 |
| LMArena Chinese | — | 1331 |
| LMArena Russian | — | 1324 |
Instruction Following Not comparable
Laguna M.1: —, Step 2 16k Exp 202412: 67.9 (#192)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Instruction Following | — | 1287 |
Long Context Not comparable
Laguna M.1: —, Step 2 16k Exp 202412: 39.7 (#170)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Longer Query | — | 1307 |
Writing & Preference Not comparable
Laguna M.1: —, Step 2 16k Exp 202412: 52.3 (#173)
| Benchmark | Laguna M.1 | Step 2 16k Exp 202412 |
|---|---|---|
| LMArena Text | — | 1321 |
| LMArena Creative Writing | — | 1328 |
| LMArena Multi-Turn | — | 1292 |
Frequently asked questions
Is Laguna M.1 better than Step 2 16k Exp 202412?
Step 2 16k Exp 202412 is the stronger model overall, scoring 39.2 to 32.5 on the Noometry Index.
Is Laguna M.1 or Step 2 16k Exp 202412 better for coding?
Step 2 16k Exp 202412 scores higher on coding benchmarks: 38.5 versus 36.6 in the Noometry coding category.
How many benchmarks do Laguna M.1 and Step 2 16k Exp 202412 share?
0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Step 2 16k Exp 202412 has 12.