# Amazon Nova Experimental Chat 10 09 vs GLM-5

> GLM-5 is the stronger model overall, scoring 45.9 to 41.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/amazon-nova-experimental-chat-10-09-vs-glm-5
- Last updated: 2026-10-10
- Shared benchmarks: 9

## Summary

- They share 9 benchmarks with published results for both. Amazon Nova Experimental Chat 10 09 scores higher in 0 categories and GLM-5 in 6 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where GLM-5 leads 66.2 to 55.0.
- GLM-5 has downloadable open weights; the other is API-only.

## Snapshot

| | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 41.4 | 45.9 |
| Rank | 124 | 59 |
| Context | — | 205K |
| Input $/M | — | $1 |
| Output $/M | — | $3.20 |
| Weights | Proprietary | Open |

## Coding

- Amazon Nova Experimental Chat 10 09: 39.6 (#142)
- GLM-5: 49.0 (#47)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| LMArena Coding | 1371 | 1461 |
| SWE-bench Verified | — | 72.1% |
| SWE-bench Verified (bash only) | — | 72.8% |
| LMArena WebDev | — | 1434 |
| SWE-bench Multilingual | — | 69.7% |
| WeirdML | — | 48.2% |
| ALE-Bench | — | 765.62 |

## Agentic & Tool Use

- Amazon Nova Experimental Chat 10 09: —
- GLM-5: 30.9 (#65)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| Terminal-Bench | — | 52.4% |
| τ²-bench Airline | — | 82.5% |
| τ²-bench Banking | — | 9.8% |
| τ²-bench Retail | — | 73.7% |
| τ²-bench Telecom | — | 86.8% |
| Vending-Bench 2 | — | 4,432 |

## Reasoning

- Amazon Nova Experimental Chat 10 09: 26.2 (#122)
- GLM-5: 27.6 (#100)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| LMArena Hard Prompts | 1356 | 1451 |
| ARC-AGI-2 | — | 4.9% |
| SimpleBench | — | 53.2% |
| Kagi LLM Benchmark | — | 75% |
| NYT Connections (extended) | — | 74.8% |
| ARC-AGI-1 | — | 44.7% |
| Chess Puzzles | — | 10% |
| Epoch Capabilities Index | — | 145.84 |
| ForecastBench | — | 61 |

## Math

- Amazon Nova Experimental Chat 10 09: —
- GLM-5: 44.8 (#66)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| MathArena Final-Answer Competitions | — | 65.7% |
| OTIS Mock AIME 2024-2025 | — | 80% |
| LMArena Math | — | 1440 |
| FrontierMath (Feb 2025 set) | — | 16.4% |
| FrontierMath Tier 4 (v1) | — | 2.1% |

## Knowledge

- Amazon Nova Experimental Chat 10 09: —
- GLM-5: 52.2 (#59)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| GPQA Diamond | — | 87.8% |
| Vectara Hallucination Rate | — | 10.1% |
| LMArena Expert | — | 1454 |

## Multilingual

- Amazon Nova Experimental Chat 10 09: 47.5 (#145)
- GLM-5: 53.9 (#57)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| LMArena Non-English | 1341 | 1430 |
| LMArena Chinese | 1345 | 1511 |
| LMArena French | — | 1455 |
| LMArena German | — | 1445 |
| LMArena Japanese | — | 1416 |
| LMArena Korean | — | 1421 |
| LMArena Russian | — | 1436 |
| LMArena Spanish | — | 1452 |

## Instruction Following

- Amazon Nova Experimental Chat 10 09: 69.7 (#167)
- GLM-5: 75.4 (#64)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| LMArena Instruction Following | 1316 | 1427 |

## Long Context

- Amazon Nova Experimental Chat 10 09: 40.6 (#146)
- GLM-5: 44.6 (#58)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| LMArena Longer Query | 1334 | 1446 |
| CL-bench | — | 18.7% |

## Writing & Preference

- Amazon Nova Experimental Chat 10 09: 55.0 (#144)
- GLM-5: 66.2 (#38)

| Benchmark | Amazon Nova Experimental Chat 10 09 | GLM-5 |
|---|---|---|
| LMArena Text | 1365 | 1446 |
| LMArena Creative Writing | 1307 | 1438 |
| LMArena Multi-Turn | 1354 | 1456 |
| EQ-Bench Creative Writing | — | 1601 |

## FAQ

### Is Amazon Nova Experimental Chat 10 09 better than GLM-5?

GLM-5 is the stronger model overall, scoring 45.9 to 41.4 on the Noometry Index.

### Is Amazon Nova Experimental Chat 10 09 or GLM-5 better for coding?

GLM-5 scores higher on coding benchmarks: 49.0 versus 39.6 in the Noometry coding category.

### How many benchmarks do Amazon Nova Experimental Chat 10 09 and GLM-5 share?

9 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 09 has 9 scored results on Noometry and GLM-5 has 45.