Model comparison
Hunyuan Large Vision vs Inkling
Inkling is the stronger model overall, scoring 44.1 to 37.6 on the Noometry Index.
Last verified . 12 shared benchmarks.
Summary
- They share 12 benchmarks with published results for both. Hunyuan Large Vision 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 34.4.
- Inkling has downloadable open weights; the other is API-only.
Side by side
| Hunyuan Large Vision | Inkling | |
|---|---|---|
| Provider | Tencent | Thinking Machines Lab |
| Noometry Index | 37.6 | 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 | 13 | 41 |
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Category by category
Coding Hunyuan Large Vision leads
Hunyuan Large Vision: 38.3 (#180), Inkling: 34.5 (#234)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Coding | 1308 | 1464 |
| FrontierCode | — | 14% |
| LMArena WebDev | — | 1413 |
| FrontierSWE | — | 4.1% |
| SciCode | — | 47% |
| WeirdML | — | 32.3% |
| ALE-Bench | — | 946 |
Agentic & Tool Use Not comparable
Hunyuan Large Vision: —, Inkling: 29.6 (#85)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| APEX-Agents | — | 33.8% |
| τ²-bench Banking | — | 25% |
Reasoning Inkling leads
Hunyuan Large Vision: 24.8 (#158), Inkling: 40.4 (#56)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Hard Prompts | 1257 | 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 Hunyuan Large Vision leads
Hunyuan Large Vision: 35.5 (#183), Inkling: 31.3 (#225)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Math | 1268 | 1479 |
| FrontierMath (Tiers 1-3) | — | 33.3% |
| FrontierMath Tier 4 | — | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 0% |
Knowledge Inkling leads
Hunyuan Large Vision: 34.4 (#196), Inkling: 55.1 (#49)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Expert | 1252 | 1465 |
| GPQA Diamond | — | 88.3% |
| SimpleQA Verified | — | 40.3% |
Multimodal Not comparable
Hunyuan Large Vision: 35.7 (#83), Inkling: —
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Vision | 1180 | — |
Multilingual Inkling leads
Hunyuan Large Vision: 39.9 (#221), Inkling: 54.0 (#52)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Non-English | 1236 | 1434 |
| LMArena Chinese | 1287 | 1490 |
| LMArena Russian | 1243 | 1429 |
| LMArena French | — | 1458 |
| LMArena German | — | 1446 |
| LMArena Japanese | — | 1429 |
| LMArena Korean | — | 1404 |
| LMArena Spanish | — | 1448 |
Instruction Following Inkling leads
Hunyuan Large Vision: 65.8 (#215), Inkling: 75.1 (#71)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Instruction Following | 1251 | 1426 |
Long Context Inkling leads
Hunyuan Large Vision: 38.9 (#189), Inkling: 43.8 (#86)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Longer Query | 1280 | 1434 |
Writing & Preference Inkling leads
Hunyuan Large Vision: 46.5 (#218), Inkling: 65.2 (#51)
| Benchmark | Hunyuan Large Vision | Inkling |
|---|---|---|
| LMArena Text | 1263 | 1441 |
| LMArena Creative Writing | 1248 | 1387 |
| LMArena Multi-Turn | 1254 | 1436 |
| EQ-Bench Creative Writing | — | 1611 |
| EQ-Bench 4 | — | 1226 |
Frequently asked questions
Is Hunyuan Large Vision better than Inkling?
Inkling is the stronger model overall, scoring 44.1 to 37.6 on the Noometry Index.
Is Hunyuan Large Vision or Inkling better for coding?
Hunyuan Large Vision scores higher on coding benchmarks: 38.3 versus 34.5 in the Noometry coding category.
How many benchmarks do Hunyuan Large Vision and Inkling share?
12 benchmarks have published results for both models. Hunyuan Large Vision has 13 scored results on Noometry and Inkling has 41.