# Robot Manipulation on Compositional Planning Bench Tool-Use IND

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

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

Data updated: 2026-03-04T19:34:15.409Z

Evaluation of robot manipulation performance using the Compositional Planning Bench Tool-Use IND 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 IND |
| 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-ind.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 | 97 | Not recorded | 69a7bc992d603e6de3e3d694 |
| GCDP | 96 | Not recorded | 69a7bc992d603e6de3e3d694 |
| LCDP | 95 | Not recorded | 69a7bc992d603e6de3e3d694 |
| GCBC | 85 | Not recorded | 69a7bc992d603e6de3e3d694 |
| LCBC | 80 | Not recorded | 69a7bc992d603e6de3e3d694 |
| CompDiffuser | 60 | Not recorded | 69a7bc992d603e6de3e3d694 |
| DiffCollage | 1 | Not recorded | 69a7bc992d603e6de3e3d694 |

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

Success Rate: 97. Result ID: 69a8891c6dbb7075b95106bb.

[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.

### GCDP

Success Rate: 96. Result ID: 69a8891c6dbb7075b95106b8.

[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: 95. Result ID: 69a8891c6dbb7075b95106b6.

[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: 85. Result ID: 69a8891c6dbb7075b95106b7.

[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: 80. Result ID: 69a8891c6dbb7075b95106b5.

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

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

### CompDiffuser

Success Rate: 60. Result ID: 69a8891c6dbb7075b95106ba.

[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: 1. Result ID: 69a8891c6dbb7075b95106b9.

[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.

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