Model comparison
Inkling-Small vs Olmo 3.1 32b Instruct
Inkling-Small is the stronger model overall, scoring 46.5 to 39.4 on the Noometry Index.
Last verified . 16 shared benchmarks.
Allen Institute for AI (Ai2)Summary
- They share 16 benchmarks with published results for both. Inkling-Small scores higher in 8 categories and Olmo 3.1 32b Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Inkling-Small leads 38.6 to 26.4.
Side by side
| Inkling-Small | Olmo 3.1 32b Instruct | |
|---|---|---|
| Provider | Thinking Machines Lab | Allen Institute for AI (Ai2) |
| Noometry Index | 46.5 | 39.4 |
| Released | 2026-07-15 | — |
| Weights | Open | Open |
| Context window | 524K | — |
| Max output | 1.05M | — |
| Input $ / M tokens | $0.45 | — |
| Output $ / M tokens | $1.20 | — |
| Results tracked | 33 | 16 |
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Category by category
Coding Inkling-Small leads
Inkling-Small: 43.6 (#85), Olmo 3.1 32b Instruct: 39.5 (#157)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Coding | 1451 | 1347 |
| LMArena WebDev | 1409 | — |
| SciCode | 48.7% | — |
Reasoning Inkling-Small leads
Inkling-Small: 38.6 (#63), Olmo 3.1 32b Instruct: 26.4 (#132)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Hard Prompts | 1423 | 1322 |
| ARC-AGI-2 | 40.1% | — |
| ARC-AGI-1 | 84% | — |
| CritPt | 8.3% | — |
| Chess Puzzles | 18% | — |
| Mystery Game Puzzles | 6% | — |
| Epoch Capabilities Index | 150.15 | — |
Math Inkling-Small leads
Inkling-Small: 45.1 (#77), Olmo 3.1 32b Instruct: 36.3 (#167)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Math | 1459 | 1305 |
| FrontierMath (Tiers 1-3) | 46.3% | — |
| FrontierMath Tier 4 | 17.1% | — |
| OTIS Mock AIME 2024-2025 | 90% | — |
| ProofBench | 6% | — |
Knowledge Inkling-Small leads
Inkling-Small: 48.2 (#77), Olmo 3.1 32b Instruct: 36.1 (#175)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Expert | 1442 | 1308 |
| GPQA Diamond | 88.5% | — |
| SimpleQA Verified | 19.1% | — |
Multimodal Not comparable
Inkling-Small: 39.1 (#62), Olmo 3.1 32b Instruct: —
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Vision | 1235 | — |
Multilingual Inkling-Small leads
Inkling-Small: 51.7 (#104), Olmo 3.1 32b Instruct: 42.6 (#191)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Non-English | 1402 | 1275 |
| LMArena Chinese | 1465 | 1304 |
| LMArena French | 1436 | 1328 |
| LMArena German | 1405 | 1282 |
| LMArena Korean | 1363 | 1206 |
| LMArena Russian | 1391 | 1268 |
| LMArena Spanish | 1428 | 1336 |
| LMArena Japanese | 1405 | — |
Instruction Following Inkling-Small leads
Inkling-Small: 73.8 (#114), Olmo 3.1 32b Instruct: 68.6 (#187)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Instruction Following | 1399 | 1299 |
Long Context Inkling-Small leads
Inkling-Small: 42.7 (#118), Olmo 3.1 32b Instruct: 39.9 (#166)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Longer Query | 1401 | 1312 |
Writing & Preference Inkling-Small leads
Inkling-Small: 59.6 (#107), Olmo 3.1 32b Instruct: 50.2 (#185)
| Benchmark | Inkling-Small | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Text | 1414 | 1311 |
| LMArena Creative Writing | 1331 | 1264 |
| LMArena Multi-Turn | 1418 | 1309 |
| EQ-Bench Creative Writing | 1491 | — |
Frequently asked questions
Is Inkling-Small better than Olmo 3.1 32b Instruct?
Inkling-Small is the stronger model overall, scoring 46.5 to 39.4 on the Noometry Index.
Is Inkling-Small or Olmo 3.1 32b Instruct better for coding?
Inkling-Small scores higher on coding benchmarks: 43.6 versus 39.5 in the Noometry coding category.
How many benchmarks do Inkling-Small and Olmo 3.1 32b Instruct share?
16 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and Olmo 3.1 32b Instruct has 16.