Model comparison
Amazon Nova Experimental Chat 12 10 vs GLM-4.5V
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 39.8 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 59.5 to 52.5.
- 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 | 42.9 | 39.8 |
| 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: 42.2 (#110), GLM-4.5V: 39.5 (#155)
| 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: 29.3 (#94), GLM-4.5V: 27.4 (#119)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1334 |
| Kagi LLM Benchmark | — | 59.8% |
Math Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 38.9 (#124), GLM-4.5V: 37.4 (#159)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Math | 1419 | 1354 |
Knowledge Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 39.2 (#136), GLM-4.5V: 37.5 (#156)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Expert | 1408 | 1353 |
Multimodal Not comparable
Amazon Nova Experimental Chat 12 10: —, GLM-4.5V: 34.3 (#92)
| 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: 51.4 (#108), GLM-4.5V: 44.6 (#177)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Non-English | 1398 | 1303 |
| LMArena Chinese | 1440 | 1337 |
| LMArena Russian | 1395 | 1298 |
| LMArena Spanish | — | 1336 |
Instruction Following Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 73.2 (#123), GLM-4.5V: 69.2 (#175)
| 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 (#125), GLM-4.5V: 39.6 (#171)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Longer Query | 1391 | 1304 |
Writing & Preference Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 59.5 (#110), GLM-4.5V: 52.5 (#170)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.5V |
|---|---|---|
| LMArena Text | 1420 | 1333 |
| LMArena Creative Writing | 1350 | 1295 |
| LMArena Multi-Turn | 1409 | 1332 |
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 42.9 to 39.8 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: 42.2 versus 39.5 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.