# General Assistant Tasks on GAIA

Source: [General Assistant Tasks on GAIA](<https://www.sota2.com/research/sota/general-assistant-tasks-on-gaia>)

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

Data updated: 2026-02-26T06:05:10.050Z

Evaluation of general assistant capabilities on the GAIA dataset, measured using Success Rate (%) and Best Delta (pp).

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 Assistant Tasks |
| Dataset (including any stated split) | GAIA |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/general-assistant-tasks-on-gaia.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

- [Best Delta (pp)](<https://www.sota2.com/research/sota/general-assistant-tasks-on-gaia.md?metric=Best%20Delta%20(pp)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| MiniMax-M2.1 | 46.7 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| GLM-4.7 | 34.4 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| GLM-4.7 | 31.1 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| GLM-4.7 | 27.8 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| GLM-4.7 | 23.3 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| GLM-4.7 | 23.3 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| Qwen-3-8B | 18.9 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| MiniMax-M2.1 | 16.7 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| Qwen-3-8B | 14.5 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| MiniMax-M2.1 | 14.4 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| MiniMax-M2.1 | 13.3 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| Qwen-3-8B | 12.2 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| MiniMax-M2.1 | 12.2 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| Qwen-3-8B | 10 | Not recorded | 6982d2a6a8b01e76cc8e9500 |
| Qwen-3-8B | 8.9 | Not recorded | 6982d2a6a8b01e76cc8e9500 |

### MiniMax-M2.1

Success Rate: 46.7. Result ID: 699650455698665ec4950da5.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Baseline","Calibration":"N/A"}. This record does not assert independent reproduction.

### GLM-4.7

Success Rate: 34.4. Result ID: 699650455698665ec4950da0.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Baseline","Calibration":"N/A"}. This record does not assert independent reproduction.

### GLM-4.7

Success Rate: 31.1. Result ID: 699650455698665ec4950da4.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Append","Calibration":"Calibrated"}. This record does not assert independent reproduction.

### GLM-4.7

Success Rate: 27.8. Result ID: 699650455698665ec4950da2.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Rollback","Calibration":"Calibrated"}. This record does not assert independent reproduction.

### GLM-4.7

Success Rate: 23.3. Result ID: 699650455698665ec4950da1.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Rollback","Calibration":"Uncalibrated"}. This record does not assert independent reproduction.

### GLM-4.7

Success Rate: 23.3. Result ID: 699650455698665ec4950da3.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Append","Calibration":"Uncalibrated"}. This record does not assert independent reproduction.

### Qwen-3-8B

Success Rate: 18.9. Result ID: 699650455698665ec4950d9b.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

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

Recorded evaluation configuration: {"Intervention Mechanism":"Baseline","Calibration":"N/A"}. This record does not assert independent reproduction.

### MiniMax-M2.1

Success Rate: 16.7. Result ID: 699650455698665ec4950da7.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Rollback","Calibration":"Calibrated"}. This record does not assert independent reproduction.

### Qwen-3-8B

Success Rate: 14.5. Result ID: 699650455698665ec4950d9c.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

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

Recorded evaluation configuration: {"Intervention Mechanism":"Rollback","Calibration":"Uncalibrated"}. This record does not assert independent reproduction.

### MiniMax-M2.1

Success Rate: 14.4. Result ID: 699650455698665ec4950da9.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Append","Calibration":"Calibrated"}. This record does not assert independent reproduction.

### MiniMax-M2.1

Success Rate: 13.3. Result ID: 699650455698665ec4950da6.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Rollback","Calibration":"Uncalibrated"}. This record does not assert independent reproduction.

### Qwen-3-8B

Success Rate: 12.2. Result ID: 699650455698665ec4950d9d.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

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

Recorded evaluation configuration: {"Intervention Mechanism":"Rollback","Calibration":"Calibrated"}. This record does not assert independent reproduction.

### MiniMax-M2.1

Success Rate: 12.2. Result ID: 699650455698665ec4950da8.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

Recorded evaluation configuration: {"Intervention Mechanism":"Append","Calibration":"Uncalibrated"}. This record does not assert independent reproduction.

### Qwen-3-8B

Success Rate: 10. Result ID: 699650455698665ec4950d9f.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

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

Recorded evaluation configuration: {"Intervention Mechanism":"Append","Calibration":"Calibrated"}. This record does not assert independent reproduction.

### Qwen-3-8B

Success Rate: 8.9. Result ID: 699650455698665ec4950d9e.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2a6a8b01e76cc8e9500.md>)

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

Recorded evaluation configuration: {"Intervention Mechanism":"Append","Calibration":"Uncalibrated"}. This record does not assert independent reproduction.

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