Model comparison
Amazon Nova Experimental Chat 10 20 vs Kimi K2.6
Kimi K2.6 is the stronger model overall, scoring 47.5 to 41.5 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Amazon Nova Experimental Chat 10 20 scores higher in 0 categories and Kimi K2.6 in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K2.6 leads 56.8 to 36.2.
- Kimi K2.6 has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 10 20 | Kimi K2.6 | |
|---|---|---|
| Provider | Amazon | Moonshot AI |
| Noometry Index | 41.5 | 47.5 |
| Released | — | 2026-04-20 |
| Weights | Proprietary | Open |
| Context window | — | 262K |
| Max output | — | 262K |
| Input $ / M tokens | — | $0.95 |
| Output $ / M tokens | — | $4 |
| Results tracked | 17 | 51 |
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Category by category
Coding Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 41.0 (#123), Kimi K2.6: 50.5 (#41)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Coding | 1413 | 1488 |
| SWE-bench Verified | — | 76.7% |
| LMArena WebDev | — | 1509 |
| SciCode | — | 53.5% |
| WeirdML | — | 55.9% |
| ALE-Bench | — | 1,093 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 10 20: —, Kimi K2.6: 21.8 (#128)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| OSWorld 2.0 | — | 4.6% |
| ExploitBench | — | 18.4% |
| GBAEval | — | 0.9% |
| GDP.pdf | — | 12% |
| Vending-Bench 2 | — | 6,205 |
Reasoning Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 27.3 (#110), Kimi K2.6: 39.6 (#51)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Hard Prompts | 1396 | 1470 |
| NYT Connections (extended) | — | 87.2% |
| CritPt | — | 8% |
| Chess Puzzles | — | 26% |
| EBR-Bench | — | 2.4% |
| Mystery Game Puzzles | — | 18% |
| DTBench | — | 90.9% |
| LMCA | — | 37.3% |
| Epoch Capabilities Index | — | 151.03 |
Math Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 36.2 (#121), Kimi K2.6: 56.8 (#34)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Math | 1425 | 1475 |
| FrontierMath (Tiers 1-3) | — | 57.2% |
| FrontierMath Tier 4 | — | 25.6% |
| MathArena Final-Answer Competitions | — | 72.9% |
| OTIS Mock AIME 2024-2025 | — | 96.1% |
| ProofBench | — | 16% |
| FrontierMath (Feb 2025 set) | — | 39% |
| FrontierMath Tier 4 (v1) | — | 14.6% |
Knowledge Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 37.8 (#142), Kimi K2.6: 53.9 (#48)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Expert | 1385 | 1491 |
| GPQA Diamond | — | 90.8% |
| SimpleQA Verified | — | 34.9% |
| Vectara Hallucination Rate | — | 10.8% |
Multimodal Not comparable
Amazon Nova Experimental Chat 10 20: —, Kimi K2.6: 31.8 (#95)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Vision | — | 1282 |
| Blueprint-Bench 2 | — | 3.9% |
| Furniture Assembly | — | 21.7% |
| LMArena Document | — | 1451 |
Multilingual Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 49.7 (#127), Kimi K2.6: 55.1 (#35)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Non-English | 1372 | 1446 |
| LMArena Chinese | 1405 | 1521 |
| LMArena French | 1426 | 1471 |
| LMArena German | 1391 | 1449 |
| LMArena Japanese | 1355 | 1442 |
| LMArena Korean | 1327 | 1428 |
| LMArena Russian | 1371 | 1446 |
| LMArena Spanish | 1381 | 1463 |
Instruction Following Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 72.3 (#136), Kimi K2.6: 76.5 (#40)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Instruction Following | 1365 | 1451 |
Long Context Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 41.7 (#128), Kimi K2.6: 44.9 (#50)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Longer Query | 1370 | 1468 |
Writing & Preference Kimi K2.6 leads
Amazon Nova Experimental Chat 10 20: 56.9 (#131), Kimi K2.6: 68.7 (#25)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Kimi K2.6 |
|---|---|---|
| LMArena Text | 1394 | 1455 |
| LMArena Creative Writing | 1318 | 1434 |
| LMArena Multi-Turn | 1364 | 1453 |
| EQ-Bench Creative Writing | — | 1725 |
| EQ-Bench 4 | — | 1202 |
Frequently asked questions
Is Amazon Nova Experimental Chat 10 20 better than Kimi K2.6?
Kimi K2.6 is the stronger model overall, scoring 47.5 to 41.5 on the Noometry Index.
Is Amazon Nova Experimental Chat 10 20 or Kimi K2.6 better for coding?
Kimi K2.6 scores higher on coding benchmarks: 50.5 versus 41.0 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 10 20 and Kimi K2.6 share?
17 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 20 has 17 scored results on Noometry and Kimi K2.6 has 51.