# Cup-holding goal-reaching on Cup-holding UR5 Manipulators 2 agents

Source: [Cup-holding goal-reaching on Cup-holding UR5 Manipulators 2 agents](<https://www.sota2.com/research/sota/cup-holding-goal-reaching-on-cup-holding-ur5-manipulators-2-agents>)

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

Data updated: 2026-07-02T07:35:30.889Z

Evaluation of robotic performance on the Cup-holding goal-reaching task using the Cup-holding UR5 Manipulators 2 agents dataset, measured by Success Rate (SR%), Completion Rate (CR%), Time, and Path Length (PL).

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 | Cup-holding goal-reaching |
| Dataset (including any stated split) | Cup-holding UR5 Manipulators 2 agents |
| Metric | Success Rate (SR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 (SR)](<https://www.sota2.com/research/sota/cup-holding-goal-reaching-on-cup-holding-ur5-manipulators-2-agents.md?metric=Success%20Rate%20(SR)>): Higher is better; unit: PERCENT.

- [Completion Rate (CR)](<https://www.sota2.com/research/sota/cup-holding-goal-reaching-on-cup-holding-ur5-manipulators-2-agents.md?metric=Completion%20Rate%20(CR)>): Higher is better; unit: PERCENT.

- [Time (s)](<https://www.sota2.com/research/sota/cup-holding-goal-reaching-on-cup-holding-ur5-manipulators-2-agents.md?metric=Time%20(s)>): Lower is better; unit: TIME.

- [Path Length (rad)](<https://www.sota2.com/research/sota/cup-holding-goal-reaching-on-cup-holding-ur5-manipulators-2-agents.md?metric=Path%20Length%20(rad)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Success Rate (SR) | Result date | Report paper |
| --- | --- | --- | --- |
| HaMMAR | 82 | Not recorded | 690c2b832828b7cc6937c596 |
| (Opt) w/o HJR | 67 | Not recorded | 690c2b832828b7cc6937c596 |
| AtlasRRT | 67 | Not recorded | 690c2b832828b7cc6937c596 |
| AtlasRRT | 60 | Not recorded | 690c2b832828b7cc6937c596 |

### HaMMAR

Success Rate (SR): 82. Result ID: 6a4614a560b88bb339842e1b.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b832828b7cc6937c596.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690c2b832828b7cc6937c596.md>)

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

### (Opt) w/o HJR

Success Rate (SR): 67. Result ID: 6a4614a560b88bb339842e1c.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b832828b7cc6937c596.md>)

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

### AtlasRRT

Success Rate (SR): 67. Result ID: 6a4614a560b88bb339842e1d.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b832828b7cc6937c596.md>)

Recorded evaluation configuration: {"mode":"decentralized"}. This record does not assert independent reproduction.

### AtlasRRT

Success Rate (SR): 60. Result ID: 6a4614a560b88bb339842e1e.

[Reporting paper](<https://www.sota2.com/research/paper/690c2b832828b7cc6937c596.md>)

Recorded evaluation configuration: {"mode":"centralized"}. This record does not assert independent reproduction.

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