Model comparison
Amazon Nova Experimental Chat 12 10 vs GLM-4.6V
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 41.3 on the Noometry Index.
Last verified . 11 shared benchmarks.
Summary
- They share 11 benchmarks with published results for both. Amazon Nova Experimental Chat 12 10 scores higher in 7 categories and GLM-4.6V in 0 categories; 7 gaps are clear of the uncertainty.
- GLM-4.6V has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 12 10 | GLM-4.6V | |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 42.9 | 41.3 |
| 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 | 12 | 12 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 42.2 (#110), GLM-4.6V: 40.9 (#128)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Coding | 1430 | 1390 |
Reasoning Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 29.3 (#94), GLM-4.6V: 27.6 (#115)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1368 |
Math Not comparable
Amazon Nova Experimental Chat 12 10: 38.9 (#124), GLM-4.6V: —
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Math | 1419 | — |
Knowledge Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 39.2 (#136), GLM-4.6V: 38.0 (#149)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Expert | 1408 | 1371 |
Multimodal Not comparable
Amazon Nova Experimental Chat 12 10: —, GLM-4.6V: 34.8 (#90)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Vision | — | 1164 |
Multilingual Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 51.4 (#108), GLM-4.6V: 48.6 (#141)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Non-English | 1398 | 1359 |
| LMArena Chinese | 1440 | 1425 |
| LMArena Russian | 1395 | 1340 |
Instruction Following Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 73.2 (#123), GLM-4.6V: 71.4 (#151)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Instruction Following | 1387 | 1352 |
Long Context Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 42.4 (#125), GLM-4.6V: 41.3 (#143)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Longer Query | 1391 | 1358 |
Writing & Preference Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 59.5 (#110), GLM-4.6V: 56.6 (#137)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Text | 1420 | 1377 |
| LMArena Creative Writing | 1350 | 1347 |
| LMArena Multi-Turn | 1409 | 1360 |
Frequently asked questions
Is Amazon Nova Experimental Chat 12 10 better than GLM-4.6V?
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 41.3 on the Noometry Index.
Is Amazon Nova Experimental Chat 12 10 or GLM-4.6V better for coding?
Amazon Nova Experimental Chat 12 10 scores higher on coding benchmarks: 42.2 versus 40.9 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 12 10 and GLM-4.6V share?
11 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and GLM-4.6V has 12.