# Ring Stacking on Real-world manipulation

Source: [Ring Stacking on Real-world manipulation](<https://www.sota2.com/research/sota/ring-stacking-on-real-world-manipulation>)

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

Data updated: 2026-04-10T09:42:20.498Z

Evaluation of performance on the Ring Stacking task within the Real-world manipulation environment, measured by Success Rate.

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 | Ring stacking |
| Dataset (including any stated split) | Real-world manipulation |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/ring-stacking-on-real-world-manipulation.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| LAMP | 0.8 | Not recorded | 69d884407d0172140ec77c70 |
| GoalVLA | 0.4 | Not recorded | 69d884407d0172140ec77c70 |

### LAMP

Success Rate: 0.8. Result ID: 69d8c5f247f34ce924c211f0.

[Reporting paper](<https://www.sota2.com/research/paper/69d884407d0172140ec77c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884407d0172140ec77c70.md>)

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

### GoalVLA

Success Rate: 0.4. Result ID: 69d8c5f247f34ce924c211ef.

[Reporting paper](<https://www.sota2.com/research/paper/69d884407d0172140ec77c70.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c4b1e209131cea8d6da.md>)

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

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