Model comparison
GLM-5.3 vs Nova 2.0 Pro Preview
GLM-5.3 is the stronger model overall, scoring 54.8 to 33.4 on the Noometry Index.
Last verified . 2 shared benchmarks.
Summary
- They share 2 benchmarks with published results for both. GLM-5.3 scores higher in 3 categories and Nova 2.0 Pro Preview in 0 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GLM-5.3 leads 46.1 to 22.4.
- The biggest single-benchmark swing is CritPt: 19.1% for GLM-5.3 and 0% for Nova 2.0 Pro Preview.
- GLM-5.3 has downloadable open weights; the other is API-only.
Side by side
| GLM-5.3 | Nova 2.0 Pro Preview | |
|---|---|---|
| Provider | Z.ai (Zhipu) | Amazon |
| Noometry Index | 54.8 | 33.4 |
| Released | 2026-08-14 | 2025-12-02 |
| Weights | Open | Proprietary |
| Context window | 1M | — |
| Max output | 131K | — |
| Input $ / M tokens | $1.40 | — |
| Output $ / M tokens | $4.40 | — |
| Results tracked | 42 | 3 |
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Category by category
Coding GLM-5.3 leads
GLM-5.3: 59.5 (#14), Nova 2.0 Pro Preview: 40.8 (#133)
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | 59% | 42.7% |
| DeepSWE | 69% | — |
| FrontierCode | 40.1% | — |
| CursorBench | 42.6% | — |
| LMArena WebDev | 1622 | — |
| FrontierSWE | 30.2% | — |
| WeirdML | 75.4% | — |
| LMArena Coding | 1496 | — |
| ALE-Bench | 1,317 | — |
Agentic & Tool Use GLM-5.3 leads
GLM-5.3: 36.4 (#38), Nova 2.0 Pro Preview: 21.9 (#136)
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| APEX-Agents | 56.6% | — |
| GDP.pdf | — | 2% |
| Vending-Bench 2 | 8,164 | — |
Reasoning GLM-5.3 leads
GLM-5.3: 46.1 (#46), Nova 2.0 Pro Preview: 22.4 (#194)
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | 19.1% | 0% |
| NYT Connections (extended) | 74.2% | — |
| Chess Puzzles | 21% | — |
| LMArena Hard Prompts | 1489 | — |
| Mystery Game Puzzles | 33% | — |
| DTBench | 87.7% | — |
| LMCA | 55.5% | — |
| Bench to the Future 3 | 0.15 | — |
| Epoch Capabilities Index | 155.61 | — |
Math Not comparable
GLM-5.3: 62.3 (#33), Nova 2.0 Pro Preview: —
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| FrontierMath (Tiers 1-3) | 68.8% | — |
| FrontierMath Tier 4 | 29.3% | — |
| OTIS Mock AIME 2024-2025 | 91.1% | — |
| ProofBench | 49% | — |
| LMArena Math | 1489 | — |
Knowledge Not comparable
GLM-5.3: 58.3 (#37), Nova 2.0 Pro Preview: —
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| GPQA Diamond | 90.9% | — |
| SimpleQA Verified | 41% | — |
| LMArena Expert | 1516 | — |
Multilingual Not comparable
GLM-5.3: 55.7 (#28), Nova 2.0 Pro Preview: —
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1457 | — |
| LMArena Chinese | 1528 | — |
| LMArena French | 1499 | — |
| LMArena German | 1499 | — |
| LMArena Japanese | 1453 | — |
| LMArena Korean | 1472 | — |
| LMArena Russian | 1463 | — |
| LMArena Spanish | 1460 | — |
Instruction Following Not comparable
GLM-5.3: 77.5 (#23), Nova 2.0 Pro Preview: —
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1477 | — |
Long Context Not comparable
GLM-5.3: 45.4 (#41), Nova 2.0 Pro Preview: —
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1482 | — |
Writing & Preference Not comparable
GLM-5.3: 75.7 (#6), Nova 2.0 Pro Preview: —
| Benchmark | GLM-5.3 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1471 | — |
| LMArena Creative Writing | 1457 | — |
| EQ-Bench Creative Writing | 2075 | — |
| LMArena Multi-Turn | 1472 | — |
Frequently asked questions
Is GLM-5.3 better than Nova 2.0 Pro Preview?
GLM-5.3 is the stronger model overall, scoring 54.8 to 33.4 on the Noometry Index.
Is GLM-5.3 or Nova 2.0 Pro Preview better for coding?
GLM-5.3 scores higher on coding benchmarks: 59.5 versus 40.8 in the Noometry coding category.
How many benchmarks do GLM-5.3 and Nova 2.0 Pro Preview share?
2 benchmarks have published results for both models. GLM-5.3 has 42 scored results on Noometry and Nova 2.0 Pro Preview has 3.