Model comparison
Amazon Nova Experimental Chat 11 10 vs GLM-4.6
Amazon Nova Experimental Chat 11 10 is the stronger model overall, scoring 43.0 to 41.4 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Amazon Nova Experimental Chat 11 10 scores higher in 2 categories and GLM-4.6 in 6 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Amazon Nova Experimental Chat 11 10 leads 29.1 to 23.7.
- GLM-4.6 has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 11 10 | GLM-4.6 | |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 43.0 | 41.4 |
| Released | — | 2025-09-30 |
| Weights | Proprietary | Open |
| Context window | — | 205K |
| Max output | — | 131K |
| Input $ / M tokens | — | $0.60 |
| Output $ / M tokens | — | $2.20 |
| Results tracked | 17 | 29 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 42.3 (#107), GLM-4.6: 40.1 (#148)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Coding | 1433 | 1449 |
| SWE-bench Verified (bash only) | — | 55.4% |
| LMArena WebDev | — | 1340 |
| SciCode | — | 38.4% |
| ALE-Bench | — | 340.82 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 11 10: —, GLM-4.6: 32.3 (#66)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| Terminal-Bench | — | 24.5% |
| Berkeley Function Calling Leaderboard | — | 72.4% |
Reasoning Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 29.1 (#95), GLM-4.6: 23.7 (#172)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Hard Prompts | 1422 | 1440 |
| Kagi LLM Benchmark | — | 47.4% |
| CritPt | — | 1.1% |
Math Too close to call
Amazon Nova Experimental Chat 11 10: 39.1 (#114), GLM-4.6: 39.1 (#111)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Math | 1431 | 1432 |
| FrontierMath (Feb 2025 set) | — | 3.8% |
| FrontierMath Tier 4 (v1) | — | 2.1% |
Knowledge Too close to call
Amazon Nova Experimental Chat 11 10: 39.9 (#127), GLM-4.6: 40.2 (#124)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Expert | 1431 | 1431 |
| Vectara Hallucination Rate | — | 9.5% |
Multilingual GLM-4.6 leads
Amazon Nova Experimental Chat 11 10: 51.9 (#98), GLM-4.6: 53.5 (#66)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Non-English | 1405 | 1426 |
| LMArena Chinese | 1463 | 1499 |
| LMArena French | 1449 | 1459 |
| LMArena German | 1395 | 1447 |
| LMArena Japanese | 1383 | 1393 |
| LMArena Korean | 1384 | 1400 |
| LMArena Russian | 1394 | 1419 |
| LMArena Spanish | 1444 | 1436 |
Instruction Following GLM-4.6 leads
Amazon Nova Experimental Chat 11 10: 73.2 (#122), GLM-4.6: 74.3 (#98)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Instruction Following | 1387 | 1410 |
Long Context Too close to call
Amazon Nova Experimental Chat 11 10: 42.5 (#121), GLM-4.6: 43.4 (#94)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Longer Query | 1395 | 1422 |
Writing & Preference GLM-4.6 leads
Amazon Nova Experimental Chat 11 10: 58.8 (#114), GLM-4.6: 61.1 (#90)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6 |
|---|---|---|
| LMArena Text | 1415 | 1440 |
| LMArena Creative Writing | 1349 | 1411 |
| LMArena Multi-Turn | 1380 | 1427 |
| EQ-Bench Creative Writing | — | 1411 |
Frequently asked questions
Is Amazon Nova Experimental Chat 11 10 better than GLM-4.6?
Amazon Nova Experimental Chat 11 10 is the stronger model overall, scoring 43.0 to 41.4 on the Noometry Index.
Is Amazon Nova Experimental Chat 11 10 or GLM-4.6 better for coding?
Amazon Nova Experimental Chat 11 10 scores higher on coding benchmarks: 42.3 versus 40.1 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 11 10 and GLM-4.6 share?
17 benchmarks have published results for both models. Amazon Nova Experimental Chat 11 10 has 17 scored results on Noometry and GLM-4.6 has 29.