Model comparison
Inkling vs Wizardlm 70b
Inkling is the stronger model overall, scoring 44.1 to 33.0 on the Noometry Index.
Last verified . 12 shared benchmarks.
MicrosoftSummary
- They share 12 benchmarks with published results for both. Inkling scores higher in 6 categories and Wizardlm 70b in 1 category; 6 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Inkling leads 65.2 to 34.8.
Side by side
| Inkling | Wizardlm 70b | |
|---|---|---|
| Provider | Thinking Machines Lab | Microsoft |
| Noometry Index | 44.1 | 33.0 |
| Released | 2026-07-15 | — |
| Weights | Open | Open |
| Context window | 66K | — |
| Max output | 66K | — |
| Input $ / M tokens | $1.87 | — |
| Output $ / M tokens | $4.68 | — |
| Results tracked | 41 | 12 |
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Category by category
Coding Inkling leads
Inkling: 34.5 (#234), Wizardlm 70b: 31.4 (#285)
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| LMArena Coding | 1464 | 1081 |
| FrontierCode | 14% | — |
| LMArena WebDev | 1413 | — |
| FrontierSWE | 4.1% | — |
| SciCode | 47% | — |
| WeirdML | 32.3% | — |
| ALE-Bench | 946 | — |
Agentic & Tool Use Not comparable
Inkling: 29.6 (#85), Wizardlm 70b: —
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |
Reasoning Inkling leads
Inkling: 40.4 (#56), Wizardlm 70b: 20.7 (#234)
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| LMArena Hard Prompts | 1451 | 1079 |
| ARC-AGI-2 | 36.5% | — |
| SimpleBench | 50% | — |
| ARC-AGI-1 | 79.5% | — |
| CritPt | 5.4% | — |
| Chess Puzzles | 21% | — |
| DTBench | 87.5% | — |
| LMCA | 37.6% | — |
| Epoch Capabilities Index | 148.54 | — |
Math Too close to call
Inkling: 31.3 (#225), Wizardlm 70b: 32.2 (#218)
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| LMArena Math | 1479 | 1116 |
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |
Knowledge Not comparable
Inkling: 55.1 (#49), Wizardlm 70b: —
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| GPQA Diamond | 88.3% | — |
| SimpleQA Verified | 40.3% | — |
| LMArena Expert | 1465 | — |
Multilingual Inkling leads
Inkling: 54.0 (#52), Wizardlm 70b: 29.6 (#265)
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| LMArena Non-English | 1434 | 1078 |
| LMArena Chinese | 1490 | 1052 |
| LMArena German | 1446 | 1083 |
| LMArena Russian | 1429 | 1155 |
| LMArena French | 1458 | — |
| LMArena Japanese | 1429 | — |
| LMArena Korean | 1404 | — |
| LMArena Spanish | 1448 | — |
Instruction Following Inkling leads
Inkling: 75.1 (#71), Wizardlm 70b: 56.3 (#273)
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| LMArena Instruction Following | 1426 | 1093 |
Long Context Inkling leads
Inkling: 43.8 (#86), Wizardlm 70b: 33.3 (#263)
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| LMArena Longer Query | 1434 | 1097 |
Writing & Preference Inkling leads
Inkling: 65.2 (#51), Wizardlm 70b: 34.8 (#269)
| Benchmark | Inkling | Wizardlm 70b |
|---|---|---|
| LMArena Text | 1441 | 1120 |
| LMArena Creative Writing | 1387 | 1149 |
| LMArena Multi-Turn | 1436 | 1108 |
| EQ-Bench Creative Writing | 1611 | — |
| EQ-Bench 4 | 1226 | — |
Frequently asked questions
Is Inkling better than Wizardlm 70b?
Inkling is the stronger model overall, scoring 44.1 to 33.0 on the Noometry Index.
Is Inkling or Wizardlm 70b better for coding?
Inkling scores higher on coding benchmarks: 34.5 versus 31.4 in the Noometry coding category.
How many benchmarks do Inkling and Wizardlm 70b share?
12 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Wizardlm 70b has 12.