# GLM-4.5 vs Nova 2.0 Pro Preview

> GLM-4.5 is the stronger model overall, scoring 42.0 to 33.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/glm-4-5-vs-nova-2-0-pro-preview
- Last updated: 2026-10-11
- Shared benchmarks: 0

## Summary

- The widest gap is in reasoning, where GLM-4.5 leads 28.6 to 22.4.
- GLM-4.5 has downloadable open weights; the other is API-only.

## Snapshot

| | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| Provider | Z.ai (Zhipu) | Amazon |
| Noometry Index | 42.0 | 33.4 |
| Rank | 122 | 244 |
| Context | 131K | — |
| Input $/M | $0.60 | — |
| Output $/M | $2.20 | — |
| Weights | Open | Proprietary |

## Coding

- GLM-4.5: 41.4 (#125)
- Nova 2.0 Pro Preview: 40.8 (#133)

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| SWE-bench Verified (bash only) | 54.2% | — |
| SciCode | — | 42.7% |
| WeirdML | 40.6% | — |
| LMArena Coding | 1434 | — |
| ALE-Bench | 344.82 | — |
| AlgoTune | 1.52 | — |

## Agentic & Tool Use

- GLM-4.5: —
- Nova 2.0 Pro Preview: 21.9 (#136)

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| GDP.pdf | — | 2% |

## Reasoning

- GLM-4.5: 28.6 (#100)
- Nova 2.0 Pro Preview: 22.4 (#194)

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| Kagi LLM Benchmark | 57.9% | — |
| CritPt | — | 0% |
| LMArena Hard Prompts | 1429 | — |

## Math

- GLM-4.5: 39.0 (#116)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Math | 1427 | — |

## Knowledge

- GLM-4.5: 35.9 (#179)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| Humanity's Last Exam | 8.3% | — |
| Confabulations | 11.3% | — |
| LMArena Expert | 1433 | — |

## Multilingual

- GLM-4.5: 52.8 (#77)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1417 | — |
| LMArena Chinese | 1465 | — |
| LMArena French | 1418 | — |
| LMArena German | 1407 | — |
| LMArena Japanese | 1415 | — |
| LMArena Korean | 1380 | — |
| LMArena Russian | 1414 | — |
| LMArena Spanish | 1454 | — |

## Instruction Following

- GLM-4.5: 74.1 (#104)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1404 | — |

## Long Context

- GLM-4.5: 38.2 (#201)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| Fiction.LiveBench | 58.3% | — |
| LMArena Longer Query | 1412 | — |

## Writing & Preference

- GLM-4.5: 57.5 (#127)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1430 | — |
| LMArena Creative Writing | 1395 | — |
| Short-Story Creative Writing | 73.4% | — |
| EQ-Bench Creative Writing | 1343 | — |
| LMArena Multi-Turn | 1415 | — |

## FAQ

### Is GLM-4.5 better than Nova 2.0 Pro Preview?

GLM-4.5 is the stronger model overall, scoring 42.0 to 33.4 on the Noometry Index.

### Is GLM-4.5 or Nova 2.0 Pro Preview better for coding?

They score almost the same on coding (41.4 vs 40.8); test both on your own repository before choosing.

### How many benchmarks do GLM-4.5 and Nova 2.0 Pro Preview share?

0 benchmarks have published results for both models. GLM-4.5 has 27 scored results on Noometry and Nova 2.0 Pro Preview has 3.