Model comparison
Amazon Nova Experimental Chat 12 10 vs GLM-4.5V
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.3 to 39.2 on the Noometry Index.
Last verified . 12 shared benchmarks.
Summary
- They share 12 benchmarks with published results for both. Amazon Nova Experimental Chat 12 10 scores higher in 8 categories and GLM-4.5V in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Amazon Nova Experimental Chat 12 10 leads 59.7 to 52.7.
- GLM-4.5V has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 12 10 | GLM-4.5V | |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 42.3 | 39.2 |
| Released | — | 2025-08-11 |
| Weights | Proprietary | Open |
| Context window | — | 64K |
| Max output | — | 16K |
| Input $ / M tokens | — | $0.60 |
| Output $ / M tokens | — | $1.80 |
| Results tracked | 12 | 15 |
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Category by category
Coding Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 41.5 (#112), GLM-4.5V: 38.9 (#152)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Coding | 1430 | 1347 |
Reasoning Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 28.1 (#93), GLM-4.5V: 26.5 (#118)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1335 |
| Kagi LLM Benchmark | — | 59.8% |
Math Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 36.1 (#130), GLM-4.5V: 34.7 (#157)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Math | 1418 | 1353 |
Knowledge Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 38.6 (#133), GLM-4.5V: 36.8 (#155)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Expert | 1409 | 1353 |
Multimodal Not comparable
Amazon Nova Experimental Chat 12 10: —, GLM-4.5V: 33.6 (#86)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Vision | — | 1154 |
Multilingual Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 51.7 (#103), GLM-4.5V: 44.9 (#172)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Non-English | 1399 | 1304 |
| LMArena Chinese | 1440 | 1338 |
| LMArena Russian | 1397 | 1299 |
| LMArena Spanish | — | 1335 |
Instruction Following Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 73.4 (#117), GLM-4.5V: 69.4 (#170)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Instruction Following | 1387 | 1311 |
Long Context Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 42.4 (#120), GLM-4.5V: 39.6 (#166)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Longer Query | 1391 | 1305 |
Writing & Preference Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 59.7 (#104), GLM-4.5V: 52.7 (#162)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Text | 1420 | 1333 |
| LMArena Creative Writing | 1351 | 1295 |
| LMArena Multi-Turn | 1409 | 1333 |
Frequently asked questions
Is Amazon Nova Experimental Chat 12 10 better than GLM-4.5V?
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.3 to 39.2 on the Noometry Index.
Is Amazon Nova Experimental Chat 12 10 or GLM-4.5V better for coding?
Amazon Nova Experimental Chat 12 10 scores higher on coding benchmarks: 41.5 versus 38.9 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 12 10 and GLM-4.5V share?
12 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and GLM-4.5V has 15.