Model comparison
Amazon Nova Experimental Chat 11 10 vs GLM-4.6V
Amazon Nova Experimental Chat 11 10 is the stronger model overall, scoring 42.4 to 40.9 on the Noometry Index.
Last verified . 11 shared benchmarks.
Summary
- They share 11 benchmarks with published results for both. Amazon Nova Experimental Chat 11 10 scores higher in 7 categories and GLM-4.6V in 0 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in multilingual, where Amazon Nova Experimental Chat 11 10 leads 52.1 to 48.8.
- GLM-4.6V has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 11 10 | GLM-4.6V | |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 42.4 | 40.9 |
| Released | — | 2025-12-08 |
| Weights | Proprietary | Open |
| Context window | — | 128K |
| Max output | — | 33K |
| Input $ / M tokens | — | $0.30 |
| Output $ / M tokens | — | $0.90 |
| Results tracked | 17 | 12 |
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Category by category
Coding Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 41.6 (#109), GLM-4.6V: 40.2 (#128)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Coding | 1433 | 1390 |
Reasoning Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 27.9 (#94), GLM-4.6V: 26.5 (#117)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Hard Prompts | 1422 | 1368 |
Math Not comparable
Amazon Nova Experimental Chat 11 10: 36.4 (#116), GLM-4.6V: —
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Math | 1431 | — |
Knowledge Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 39.3 (#122), GLM-4.6V: 37.4 (#148)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Expert | 1432 | 1372 |
Multimodal Not comparable
Amazon Nova Experimental Chat 11 10: —, GLM-4.6V: 34.2 (#83)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Vision | — | 1164 |
Multilingual Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 52.1 (#91), GLM-4.6V: 48.8 (#135)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Non-English | 1405 | 1359 |
| LMArena Chinese | 1463 | 1426 |
| LMArena Russian | 1395 | 1341 |
| LMArena French | 1449 | — |
| LMArena German | 1396 | — |
| LMArena Japanese | 1383 | — |
| LMArena Korean | 1387 | — |
| LMArena Spanish | 1444 | — |
Instruction Following Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 73.4 (#118), GLM-4.6V: 71.6 (#145)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Instruction Following | 1387 | 1351 |
Long Context Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 42.5 (#116), GLM-4.6V: 41.3 (#138)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Longer Query | 1395 | 1358 |
Writing & Preference Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 59.0 (#109), GLM-4.6V: 56.8 (#132)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GLM-4.6V |
|---|---|---|
| LMArena Text | 1415 | 1377 |
| LMArena Creative Writing | 1349 | 1347 |
| LMArena Multi-Turn | 1380 | 1359 |
Frequently asked questions
Is Amazon Nova Experimental Chat 11 10 better than GLM-4.6V?
Amazon Nova Experimental Chat 11 10 is the stronger model overall, scoring 42.4 to 40.9 on the Noometry Index.
Is Amazon Nova Experimental Chat 11 10 or GLM-4.6V better for coding?
Amazon Nova Experimental Chat 11 10 scores higher on coding benchmarks: 41.6 versus 40.2 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 11 10 and GLM-4.6V share?
11 benchmarks have published results for both models. Amazon Nova Experimental Chat 11 10 has 17 scored results on Noometry and GLM-4.6V has 12.