# GLM-4.5V vs Nova 2.0 Pro Preview

> GLM-4.5V is the stronger model overall, scoring 39.8 to 33.4 on the Noometry Index.

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

## Summary

- The widest gap is in reasoning, where GLM-4.5V leads 27.4 to 22.4.
- GLM-4.5V has downloadable open weights; the other is API-only.

## Snapshot

| | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| Provider | Z.ai (Zhipu) | Amazon |
| Noometry Index | 39.8 | 33.4 |
| Rank | 158 | 244 |
| Context | 64K | — |
| Input $/M | $0.60 | — |
| Output $/M | $1.80 | — |
| Weights | Open | Proprietary |

## Coding

- GLM-4.5V: 39.5 (#155)
- Nova 2.0 Pro Preview: 40.8 (#133)

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | — | 42.7% |
| LMArena Coding | 1347 | — |

## Agentic & Tool Use

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

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

## Reasoning

- GLM-4.5V: 27.4 (#119)
- Nova 2.0 Pro Preview: 22.4 (#194)

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| Kagi LLM Benchmark | 59.8% | — |
| CritPt | — | 0% |
| LMArena Hard Prompts | 1334 | — |

## Math

- GLM-4.5V: 37.4 (#159)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Math | 1354 | — |

## Knowledge

- GLM-4.5V: 37.5 (#156)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Expert | 1353 | — |

## Multimodal

- GLM-4.5V: 34.3 (#92)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Vision | 1154 | — |

## Multilingual

- GLM-4.5V: 44.6 (#177)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1303 | — |
| LMArena Chinese | 1337 | — |
| LMArena Russian | 1298 | — |
| LMArena Spanish | 1336 | — |

## Instruction Following

- GLM-4.5V: 69.2 (#175)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1311 | — |

## Long Context

- GLM-4.5V: 39.6 (#171)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1304 | — |

## Writing & Preference

- GLM-4.5V: 52.5 (#170)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.5V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1333 | — |
| LMArena Creative Writing | 1295 | — |
| LMArena Multi-Turn | 1332 | — |

## FAQ

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

GLM-4.5V is the stronger model overall, scoring 39.8 to 33.4 on the Noometry Index.

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

Nova 2.0 Pro Preview scores higher on coding benchmarks: 40.8 versus 39.5 in the Noometry coding category.

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

0 benchmarks have published results for both models. GLM-4.5V has 15 scored results on Noometry and Nova 2.0 Pro Preview has 3.