Model comparison
Gemini Advanced 0514 vs Inkling
Inkling is the stronger model overall, scoring 44.1 to 37.7 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Gemini Advanced 0514 scores higher in 2 categories and Inkling in 6 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.1 to 33.3.
- Inkling has downloadable open weights; the other is API-only.
Side by side
| Gemini Advanced 0514 | Inkling | |
|---|---|---|
| Provider | Thinking Machines Lab | |
| Noometry Index | 37.7 | 44.1 |
| Released | — | 2026-07-15 |
| Weights | Proprietary | Open |
| Context window | — | 66K |
| Max output | — | 66K |
| Input $ / M tokens | — | $1.87 |
| Output $ / M tokens | — | $4.68 |
| Results tracked | 17 | 41 |
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Category by category
Coding Gemini Advanced 0514 leads
Gemini Advanced 0514: 36.6 (#205), Inkling: 34.5 (#234)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Coding | 1255 | 1464 |
| FrontierCode | — | 14% |
| LMArena WebDev | — | 1413 |
| FrontierSWE | — | 4.1% |
| SciCode | — | 47% |
| WeirdML | — | 32.3% |
| ALE-Bench | — | 946 |
Agentic & Tool Use Not comparable
Gemini Advanced 0514: —, Inkling: 29.6 (#85)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| APEX-Agents | — | 33.8% |
| τ²-bench Banking | — | 25% |
Reasoning Inkling leads
Gemini Advanced 0514: 24.6 (#160), Inkling: 40.4 (#56)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Hard Prompts | 1248 | 1451 |
| 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 Gemini Advanced 0514 leads
Gemini Advanced 0514: 35.5 (#181), Inkling: 31.3 (#225)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Math | 1272 | 1479 |
| FrontierMath (Tiers 1-3) | — | 33.3% |
| FrontierMath Tier 4 | — | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 0% |
Knowledge Inkling leads
Gemini Advanced 0514: 33.3 (#205), Inkling: 55.1 (#49)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Expert | 1215 | 1465 |
| GPQA Diamond | — | 88.3% |
| SimpleQA Verified | — | 40.3% |
Multilingual Inkling leads
Gemini Advanced 0514: 42.6 (#192), Inkling: 54.0 (#52)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Non-English | 1274 | 1434 |
| LMArena Chinese | 1274 | 1490 |
| LMArena French | 1307 | 1458 |
| LMArena German | 1275 | 1446 |
| LMArena Japanese | 1242 | 1429 |
| LMArena Korean | 1232 | 1404 |
| LMArena Russian | 1283 | 1429 |
| LMArena Spanish | 1242 | 1448 |
Instruction Following Inkling leads
Gemini Advanced 0514: 66.0 (#212), Inkling: 75.1 (#71)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Instruction Following | 1253 | 1426 |
Long Context Inkling leads
Gemini Advanced 0514: 38.0 (#207), Inkling: 43.8 (#86)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Longer Query | 1253 | 1434 |
Writing & Preference Inkling leads
Gemini Advanced 0514: 48.5 (#200), Inkling: 65.2 (#51)
| Benchmark | Gemini Advanced 0514 | Inkling |
|---|---|---|
| LMArena Text | 1279 | 1441 |
| LMArena Creative Writing | 1284 | 1387 |
| LMArena Multi-Turn | 1269 | 1436 |
| EQ-Bench Creative Writing | — | 1611 |
| EQ-Bench 4 | — | 1226 |
Frequently asked questions
Is Gemini Advanced 0514 better than Inkling?
Inkling is the stronger model overall, scoring 44.1 to 37.7 on the Noometry Index.
Is Gemini Advanced 0514 or Inkling better for coding?
Gemini Advanced 0514 scores higher on coding benchmarks: 36.6 versus 34.5 in the Noometry coding category.
How many benchmarks do Gemini Advanced 0514 and Inkling share?
17 benchmarks have published results for both models. Gemini Advanced 0514 has 17 scored results on Noometry and Inkling has 41.