# General AI Assistant Reasoning on GAIA text

Source: [General AI Assistant Reasoning on GAIA text](<https://www.sota2.com/research/sota/general-ai-assistant-reasoning-on-gaia-text>)

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

Data updated: 2026-02-26T05:57:23.484Z

Evaluation of General AI Assistant Reasoning capabilities specifically on the text-only version of the GAIA dataset, measured using pass@k metrics.

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 | General AI Assistant Reasoning |
| Dataset (including any stated split) | GAIA text |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/general-ai-assistant-reasoning-on-gaia-text.md?metric=Pass%401>): Higher is better; unit: PERCENT.

- [Pass@3](<https://www.sota2.com/research/sota/general-ai-assistant-reasoning-on-gaia-text.md?metric=Pass%403>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Reagent-U | 43.7 | Not recorded | 697c3b40a8b01e76cc8da5d5 |
| MCP-R1 | 39.8 | Not recorded | 697c3b40a8b01e76cc8da5d5 |
| Qwen3-8B | 21.4 | Not recorded | 697c3b40a8b01e76cc8da5d5 |

### Reagent-U

Pass@1: 43.7. Result ID: 699616c15698665ec45668d3.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b40a8b01e76cc8da5d5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b40a8b01e76cc8da5d5.md>)

[Implementation](<https://github.com/kxfan2002/Reagent>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MCP-R1

Pass@1: 39.8. Result ID: 699616c15698665ec45668d2.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b40a8b01e76cc8da5d5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen3-8B

Pass@1: 21.4. Result ID: 699616c15698665ec45668d1.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b40a8b01e76cc8da5d5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Model size":"8B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.