# Expert-Level Question Answering on Humanity's Last Exam

Source: [Expert-Level Question Answering on Humanity's Last Exam](<https://www.sota2.com/research/sota/expert-level-question-answering-on-humanity-s-last-exam>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:30:42.358Z

Evaluation of model performance on the Humanity's Last Exam dataset for Expert-Level Question Answering, measured by Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Expert-Level Question Answering |
| Dataset (including any stated split) | Humanity's Last Exam |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/expert-level-question-answering-on-humanity-s-last-exam.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Seed-1.8 | 40.9 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| DeepSeek-V3.2 | 40.8 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| OpenAI-GPT-5-high | 35.2 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| Tongyi-DeepResearch 30B | 32.9 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| Minimax-M2 | 31.8 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| WebSailor-V2-30B-A3B | 30.6 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| GLM-4.6 | 30.4 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| IterResearch-30B-A3B | 28.8 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| Gemini Deep Research | 26.9 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| Kimi-Researcher | 26.9 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| Claude-4.5-Sonnet | 24.5 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| MiroThinker 8B | 21.5 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| AgentCPM-Explore-4B | 19.1 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |
| Merged-Model-4B | 17.4 | Not recorded | 698969e4c97a0b3e3b5dc3a5 |

### Seed-1.8

Accuracy: 40.9. Result ID: 6995ffe45698665ec435db51.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### DeepSeek-V3.2

Accuracy: 40.8. Result ID: 6995ffe45698665ec435db4c.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc410d6b0dd33429332f4.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### OpenAI-GPT-5-high

Accuracy: 35.2. Result ID: 6995ffe45698665ec435db4e.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### Tongyi-DeepResearch 30B

Accuracy: 32.9. Result ID: 6995ffe45698665ec435db53.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69019f853ef7ccd74e5e3b7f.md>)

Recorded evaluation configuration: {"Model Access Type":"Open-Source"}. This record does not assert independent reproduction.

### Minimax-M2

Accuracy: 31.8. Result ID: 6995ffe45698665ec435db4d.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### WebSailor-V2-30B-A3B

Accuracy: 30.6. Result ID: 6995ffe45698665ec435db55.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c91e209131cea7f5e0.md>)

Recorded evaluation configuration: {"Model Access Type":"Open-Source"}. This record does not assert independent reproduction.

### GLM-4.6

Accuracy: 30.4. Result ID: 6995ffe45698665ec435db4f.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### IterResearch-30B-A3B

Accuracy: 28.8. Result ID: 6995ffe45698665ec435db54.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Open-Source"}. This record does not assert independent reproduction.

### Gemini Deep Research

Accuracy: 26.9. Result ID: 6995ffe45698665ec435db4b.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### Kimi-Researcher

Accuracy: 26.9. Result ID: 6995ffe45698665ec435db50.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### Claude-4.5-Sonnet

Accuracy: 24.5. Result ID: 6995ffe45698665ec435db4a.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Closed-Source"}. This record does not assert independent reproduction.

### MiroThinker 8B

Accuracy: 21.5. Result ID: 6995ffe45698665ec435db52.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfdce6750be83fe5cea20.md>)

[Implementation](<https://github.com/MiroMindAI/MiroThinker>)

Recorded evaluation configuration: {"Model Access Type":"Open-Source"}. This record does not assert independent reproduction.

### AgentCPM-Explore-4B

Accuracy: 19.1. Result ID: 6995ffe45698665ec435db57.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Open-Source"}. This record does not assert independent reproduction.

### Merged-Model-4B

Accuracy: 17.4. Result ID: 6995ffe45698665ec435db56.

[Reporting paper](<https://www.sota2.com/research/paper/698969e4c97a0b3e3b5dc3a5.md>)

Recorded evaluation configuration: {"Model Access Type":"Open-Source"}. This record does not assert independent reproduction.

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