# MLPerf: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/hr/vendors/mlperf

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Compensation benchmarking data](https://www.gane.ai/index/hr/rewards/compensation-benchmarking-data/index.md) | 0% | 128 | 100% | 1 |

## And against it

- "MLPerf (with caveats) ... Some chip industry critics call it biased toward large companies like Google and NVIDIA" (Kimi K2, Compensation benchmarkin)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named MLPerf, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aclanthology.org: 1
- arxiv.org: 1
- crowdstrike.com: 1
- edn.com: 1
- en.wikipedia.org: 1
- github.com: 1
- ifixit.com: 1
- interestingengineering.substack.com: 1
- kffhealthnews.org: 1
- legalbenchmarks.ai: 1

### Pages cited

- https://aclanthology.org/2025.emnlp-main.1208.pdf: 1
- https://arxiv.org/html/2411.12990v1: 1
- https://arxiv.org/html/2502.06559: 1
- https://arxiv.org/html/2511.12264v1: 1
- https://crowdstrike.com/en-us/blog/benchmaxxing-when-benchmark-becomes-the-target: 1
- https://edn.com/uncovering-the-truth-in-benchmarks: 1
- https://en.wikipedia.org/wiki/Benchmark_(computing): 1
- https://github.com/itsXactlY/the-architects-palace/blob/main/benchmark_manipulation_report.txt: 1

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.