Model comparison
Inkling vs Nemotron 4 340b Instruct
Inkling is the stronger model overall, scoring 44.1 to 35.9 on the Noometry Index.
Last verified . 17 shared benchmarks.
NVIDIASummary
- They share 17 benchmarks with published results for both. Inkling scores higher in 6 categories and Nemotron 4 340b Instruct in 2 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.1 to 32.0.
Side by side
| Inkling | Nemotron 4 340b Instruct | |
|---|---|---|
| Provider | Thinking Machines Lab | NVIDIA |
| Noometry Index | 44.1 | 35.9 |
| Released | 2026-07-15 | 2024-06-14 |
| Weights | Open | Open |
| Context window | 66K | — |
| Max output | 66K | — |
| Input $ / M tokens | $1.87 | — |
| Output $ / M tokens | $4.68 | — |
| Results tracked | 41 | 17 |
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Category by category
Coding Too close to call
Inkling: 34.5 (#234), Nemotron 4 340b Instruct: 35.2 (#228)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Coding | 1464 | 1209 |
| 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), Nemotron 4 340b Instruct: —
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |
Reasoning Inkling leads
Inkling: 40.4 (#56), Nemotron 4 340b Instruct: 23.4 (#178)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Hard Prompts | 1451 | 1202 |
| 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 Nemotron 4 340b Instruct leads
Inkling: 31.3 (#225), Nemotron 4 340b Instruct: 34.3 (#195)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Math | 1479 | 1216 |
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |
Knowledge Inkling leads
Inkling: 55.1 (#49), Nemotron 4 340b Instruct: 32.0 (#216)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Expert | 1465 | 1171 |
| GPQA Diamond | 88.3% | — |
| SimpleQA Verified | 40.3% | — |
Multilingual Inkling leads
Inkling: 54.0 (#52), Nemotron 4 340b Instruct: 37.9 (#233)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Non-English | 1434 | 1206 |
| LMArena Chinese | 1490 | 1214 |
| LMArena French | 1458 | 1197 |
| LMArena German | 1446 | 1192 |
| LMArena Japanese | 1429 | 1128 |
| LMArena Korean | 1404 | 1148 |
| LMArena Russian | 1429 | 1219 |
| LMArena Spanish | 1448 | 1195 |
Instruction Following Inkling leads
Inkling: 75.1 (#71), Nemotron 4 340b Instruct: 63.1 (#232)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Instruction Following | 1426 | 1203 |
Long Context Inkling leads
Inkling: 43.8 (#86), Nemotron 4 340b Instruct: 37.1 (#221)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Longer Query | 1434 | 1225 |
Writing & Preference Inkling leads
Inkling: 65.2 (#51), Nemotron 4 340b Instruct: 42.7 (#233)
| Benchmark | Inkling | Nemotron 4 340b Instruct |
|---|---|---|
| LMArena Text | 1441 | 1225 |
| LMArena Creative Writing | 1387 | 1203 |
| LMArena Multi-Turn | 1436 | 1214 |
| EQ-Bench Creative Writing | 1611 | — |
| EQ-Bench 4 | 1226 | — |
Frequently asked questions
Is Inkling better than Nemotron 4 340b Instruct?
Inkling is the stronger model overall, scoring 44.1 to 35.9 on the Noometry Index.
Is Inkling or Nemotron 4 340b Instruct better for coding?
They score almost the same on coding (34.5 vs 35.2); test both on your own repository before choosing.
How many benchmarks do Inkling and Nemotron 4 340b Instruct share?
17 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Nemotron 4 340b Instruct has 17.