# Robot Manipulation on Compositional Planning Bench Tool-Use OOD

Source: [Robot Manipulation on Compositional Planning Bench Tool-Use OOD](<https://www.sota2.com/research/sota/robot-manipulation-on-compositional-planning-bench-tool-use-ood>)

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

Data updated: 2026-03-04T19:34:15.434Z

Evaluation of model performance on robot manipulation tasks using the Compositional Planning Bench Tool-Use OOD dataset, typically 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 | Robot Manipulation |
| Dataset (including any stated split) | Compositional Planning Bench Tool-Use OOD |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/robot-manipulation-on-compositional-planning-bench-tool-use-ood.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Compositional Visual Planning via Inference-Time Diffusion Scaling | 96 | Not recorded | 69a7bc992d603e6de3e3d694 |
| CompDiffuser | 51 | Not recorded | 69a7bc992d603e6de3e3d694 |
| GCDP | 42 | Not recorded | 69a7bc992d603e6de3e3d694 |
| LCDP | 37 | Not recorded | 69a7bc992d603e6de3e3d694 |
| LCBC | 15 | Not recorded | 69a7bc992d603e6de3e3d694 |
| GCBC | 13 | Not recorded | 69a7bc992d603e6de3e3d694 |
| DiffCollage | 0 | Not recorded | 69a7bc992d603e6de3e3d694 |

### Compositional Visual Planning via Inference-Time Diffusion Scaling

Success Rate: 96. Result ID: 69a8891c6dbb7075b95106c2.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

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

### CompDiffuser

Success Rate: 51. Result ID: 69a8891c6dbb7075b95106c1.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

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

### GCDP

Success Rate: 42. Result ID: 69a8891c6dbb7075b95106bf.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

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

### LCDP

Success Rate: 37. Result ID: 69a8891c6dbb7075b95106bd.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

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

### LCBC

Success Rate: 15. Result ID: 69a8891c6dbb7075b95106bc.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

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

### GCBC

Success Rate: 13. Result ID: 69a8891c6dbb7075b95106be.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

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

### DiffCollage

Success Rate: 0. Result ID: 69a8891c6dbb7075b95106c0.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc992d603e6de3e3d694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b2d.md>)

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

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