Model comparison
Amazon Nova Experimental Chat 12 10 vs GLM-5.2
GLM-5.2 is the stronger model overall, scoring 51.1 to 42.9 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 0 categories and GLM-5.2 in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where GLM-5.2 leads 57.1 to 39.2.
- GLM-5.2 has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 12 10 | GLM-5.2 | |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 42.9 | 51.1 |
| Released | — | 2026-06-13 |
| Weights | Proprietary | Open |
| Context window | — | 1M |
| Max output | — | 131K |
| Input $ / M tokens | — | $1.40 |
| Output $ / M tokens | — | $4.40 |
| Results tracked | 12 | 51 |
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Category by category
Coding GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 42.2 (#110), GLM-5.2: 51.3 (#41)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Coding | 1430 | 1485 |
| SWE-bench Verified | — | 78.7% |
| DeepSWE | — | 43.8% |
| FrontierCode | — | 24.5% |
| LMArena WebDev | — | 1603 |
| SciCode | — | 50.5% |
| WeirdML | — | 70.1% |
| ALE-Bench | — | 1,047 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 12 10: —, GLM-5.2: 32.4 (#63)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| APEX-Agents | — | 45.2% |
| τ²-bench Banking | — | 37.1% |
| PostTrainBench | — | 31.7% |
| GBAEval | — | 0% |
| Vending-Bench 2 | — | 8,314 |
Reasoning GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 29.3 (#94), GLM-5.2: 42.3 (#52)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1480 |
| ARC-AGI-2 | — | 22.8% |
| SimpleBench | — | 58.8% |
| Kagi LLM Benchmark | — | 62.6% |
| NYT Connections (extended) | — | 74.3% |
| ARC-AGI-1 | — | 77% |
| CritPt | — | 20.9% |
| Chess Puzzles | — | 21% |
| EBR-Bench | — | 9.5% |
| Mystery Game Puzzles | — | 19% |
| DTBench | — | 93.6% |
| LMCA | — | 45.8% |
| Surface Evolver Bench | — | 55.6% |
| Epoch Capabilities Index | — | 151.78 |
Math GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 38.9 (#124), GLM-5.2: 55.7 (#43)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Math | 1419 | 1482 |
| FrontierMath (Tiers 1-3) | — | 59.2% |
| FrontierMath Tier 4 | — | 29.3% |
| MathArena Final-Answer Competitions | — | 67.6% |
| OTIS Mock AIME 2024-2025 | — | 86.4% |
| ProofBench | — | 35% |
Knowledge GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 39.2 (#136), GLM-5.2: 57.1 (#40)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Expert | 1408 | 1486 |
| GPQA Diamond | — | 91.9% |
| SimpleQA Verified | — | 34.2% |
Multilingual GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 51.4 (#108), GLM-5.2: 55.8 (#26)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Non-English | 1398 | 1459 |
| LMArena Chinese | 1440 | 1519 |
| LMArena Russian | 1395 | 1466 |
| LMArena French | — | 1479 |
| LMArena German | — | 1468 |
| LMArena Japanese | — | 1451 |
| LMArena Korean | — | 1445 |
| LMArena Spanish | — | 1477 |
Instruction Following GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 73.2 (#123), GLM-5.2: 76.9 (#34)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Instruction Following | 1387 | 1465 |
Long Context GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 42.4 (#125), GLM-5.2: 45.3 (#43)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Longer Query | 1391 | 1479 |
Writing & Preference GLM-5.2 leads
Amazon Nova Experimental Chat 12 10: 59.5 (#110), GLM-5.2: 70.4 (#21)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-5.2 |
|---|---|---|
| LMArena Text | 1420 | 1470 |
| LMArena Creative Writing | 1350 | 1462 |
| LMArena Multi-Turn | 1409 | 1469 |
| EQ-Bench Creative Writing | — | 1757 |
| EQ-Bench 4 | — | 1222 |
Frequently asked questions
Is Amazon Nova Experimental Chat 12 10 better than GLM-5.2?
GLM-5.2 is the stronger model overall, scoring 51.1 to 42.9 on the Noometry Index.
Is Amazon Nova Experimental Chat 12 10 or GLM-5.2 better for coding?
GLM-5.2 scores higher on coding benchmarks: 51.3 versus 42.2 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 12 10 and GLM-5.2 share?
12 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and GLM-5.2 has 51.