Model comparison
Codellama 34b Instruct vs Inkling-Small
Inkling-Small is the stronger model overall, scoring 46.5 to 30.8 on the Noometry Index.
Last verified . 10 shared benchmarks.
Summary
- They share 10 benchmarks with published results for both. Codellama 34b Instruct scores higher in 0 categories and Inkling-Small in 7 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Inkling-Small leads 59.6 to 28.2.
Side by side
| Codellama 34b Instruct | Inkling-Small | |
|---|---|---|
| Provider | Meta | Thinking Machines Lab |
| Noometry Index | 30.8 | 46.5 |
| 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 | 14 | 33 |
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Category by category
Coding Inkling-Small leads
Codellama 34b Instruct: 28.5 (#314), Inkling-Small: 43.6 (#85)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Coding | 1046 | 1451 |
| LMArena WebDev | — | 1409 |
| SciCode | — | 48.7% |
| BigCodeBench Instruct | 29% | — |
| BigCodeBench Complete | 37.1% | — |
| HumanEval+ | 43.9% | — |
| MBPP+ | 56.3% | — |
Reasoning Inkling-Small leads
Codellama 34b Instruct: 19.6 (#255), Inkling-Small: 38.6 (#63)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Hard Prompts | 1032 | 1423 |
| 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
Codellama 34b Instruct: 31.0 (#230), Inkling-Small: 45.1 (#77)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Math | 1056 | 1459 |
| FrontierMath (Tiers 1-3) | — | 46.3% |
| FrontierMath Tier 4 | — | 17.1% |
| OTIS Mock AIME 2024-2025 | — | 90% |
| ProofBench | — | 6% |
Knowledge Not comparable
Codellama 34b Instruct: —, Inkling-Small: 48.2 (#77)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| GPQA Diamond | — | 88.5% |
| SimpleQA Verified | — | 19.1% |
| LMArena Expert | — | 1442 |
Multimodal Not comparable
Codellama 34b Instruct: —, Inkling-Small: 39.1 (#62)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Vision | — | 1235 |
Multilingual Inkling-Small leads
Codellama 34b Instruct: 25.8 (#284), Inkling-Small: 51.7 (#104)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Non-English | 1011 | 1402 |
| LMArena Chinese | 976 | 1465 |
| LMArena French | — | 1436 |
| LMArena German | — | 1405 |
| LMArena Japanese | — | 1405 |
| LMArena Korean | — | 1363 |
| LMArena Russian | — | 1391 |
| LMArena Spanish | — | 1428 |
Instruction Following Inkling-Small leads
Codellama 34b Instruct: 52.2 (#291), Inkling-Small: 73.8 (#114)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Instruction Following | 1028 | 1399 |
Long Context Inkling-Small leads
Codellama 34b Instruct: 30.9 (#284), Inkling-Small: 42.7 (#118)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Longer Query | 1013 | 1401 |
Writing & Preference Inkling-Small leads
Codellama 34b Instruct: 28.2 (#297), Inkling-Small: 59.6 (#107)
| Benchmark | Codellama 34b Instruct | Inkling-Small |
|---|---|---|
| LMArena Text | 1066 | 1414 |
| LMArena Creative Writing | 1032 | 1331 |
| LMArena Multi-Turn | 1015 | 1418 |
| EQ-Bench Creative Writing | — | 1491 |
Frequently asked questions
Is Codellama 34b Instruct better than Inkling-Small?
Inkling-Small is the stronger model overall, scoring 46.5 to 30.8 on the Noometry Index.
Is Codellama 34b Instruct or Inkling-Small better for coding?
Inkling-Small scores higher on coding benchmarks: 43.6 versus 28.5 in the Noometry coding category.
How many benchmarks do Codellama 34b Instruct and Inkling-Small share?
10 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Inkling-Small has 33.