# Hammer on Adroit Hammer Cloned v0

Source: [Hammer on Adroit Hammer Cloned v0](<https://www.sota2.com/research/sota/hammer-on-adroit-hammer-cloned-v0>)

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

Data updated: 2026-02-26T05:53:53.342Z

Evaluation of performance on the Hammer task within the Adroit robotics suite, specifically using the hammer-cloned configuration version 0.

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 | Hammer |
| Dataset (including any stated split) | Adroit Hammer Cloned v0 |
| Metric | Normalized Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [Normalized Score](<https://www.sota2.com/research/sota/hammer-on-adroit-hammer-cloned-v0.md?metric=Normalized%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Normalized Score | Result date | Report paper |
| --- | --- | --- | --- |
| CQL | 210 | Not recorded | 68fa6dc11e209131cea3be20 |
| RORL | 170 | Not recorded | 68fa6dc11e209131cea3be20 |
| BC | 80 | Not recorded | 68fa6dc11e209131cea3be20 |
| PBRL | 80 | Not recorded | 68fa6dc11e209131cea3be20 |
| UWAC | 40 | Not recorded | 68fa6dc11e209131cea3be20 |
| BEAR | 30 | Not recorded | 68fa6dc11e209131cea3be20 |
| EDAC | 30 | Not recorded | 68fa6dc11e209131cea3be20 |
| BPPO | 8.4 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| C4 | 3.5 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| IQL | 1.5 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| SORL | 0.7 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| LN | 0.6 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| CQL | 0.5 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| DR3 | 0.4 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| TSRL | 0.4 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| TD3+BC | 0 | Not recorded | 68fa6dc11e209131cea3be20 |
| TD3BC | 0 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| DOGE | -0.2 | Not recorded | 697ae9c6a2b28e761d87d1fc |
| A2PR | -0.3 | Not recorded | 697ae9c6a2b28e761d87d1fc |

### CQL

Normalized Score: 210. Result ID: 698fe55d3a6c314849fca22f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682a1e209131cea1a6c2.md>)

Recorded evaluation configuration: {"Seeds":3}. This record does not assert independent reproduction.

### RORL

Normalized Score: 170. Result ID: 698fe55d3a6c314849fca233.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

[Implementation](<https://github.com/YangRui2015/RORL>)

Recorded evaluation configuration: {"Seeds":3,"Training Epochs":300}. This record does not assert independent reproduction.

### BC

Normalized Score: 80. Result ID: 698fe55d3a6c314849fca22c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

Recorded evaluation configuration: {"Seeds":3}. This record does not assert independent reproduction.

### PBRL

Normalized Score: 80. Result ID: 698fe55d3a6c314849fca231.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be01e209131cea30cd8.md>)

Recorded evaluation configuration: {"Seeds":3}. This record does not assert independent reproduction.

### UWAC

Normalized Score: 40. Result ID: 698fe55d3a6c314849fca22e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

Recorded evaluation configuration: {"Seeds":3}. This record does not assert independent reproduction.

### BEAR

Normalized Score: 30. Result ID: 698fe55d3a6c314849fca22d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b51e209131cea11fd5.md>)

Recorded evaluation configuration: {"Seeds":3}. This record does not assert independent reproduction.

### EDAC

Normalized Score: 30. Result ID: 698fe55d3a6c314849fca232.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aec1e209131cea2b133.md>)

Recorded evaluation configuration: {"Seeds":3}. This record does not assert independent reproduction.

### BPPO

Normalized Score: 8.4. Result ID: 699904fb5698665ec46a5917.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e9c1e209131cea4115d.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### C4

Normalized Score: 3.5. Result ID: 699904fb5698665ec46a591a.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### IQL

Normalized Score: 1.5. Result ID: 699904fb5698665ec46a5912.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af71e209131cea2b67f.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### SORL

Normalized Score: 0.7. Result ID: 699904fb5698665ec46a5915.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### LN

Normalized Score: 0.6. Result ID: 699904fb5698665ec46a5913.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7e1.md>)

[Implementation](<https://offrl-seem.github.io/>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### CQL

Normalized Score: 0.5. Result ID: 699904fb5698665ec46a5911.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682a1e209131cea1a6c2.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### DR3

Normalized Score: 0.4. Result ID: 699904fb5698665ec46a5914.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b611e209131cea2ddb0.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### TSRL

Normalized Score: 0.4. Result ID: 699904fb5698665ec46a5918.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71281e209131cea4f914.md>)

[Implementation](<https://github.com/pcheng2/TSRL>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### TD3+BC

Normalized Score: 0. Result ID: 698fe55d3a6c314849fca230.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc11e209131cea3be20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2df4f.md>)

[Implementation](<https://github.com/sfujim/TD3_BC>)

Recorded evaluation configuration: {"Seeds":3}. This record does not assert independent reproduction.

### TD3BC

Normalized Score: 0. Result ID: 699904fb5698665ec46a5910.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2df4f.md>)

[Implementation](<https://github.com/sfujim/TD3_BC>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### DOGE

Normalized Score: -0.2. Result ID: 699904fb5698665ec46a5916.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb01e209131cea417f7.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

### A2PR

Normalized Score: -0.3. Result ID: 699904fb5698665ec46a5919.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9c6a2b28e761d87d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74261e209131cea5fffd.md>)

Recorded evaluation configuration: {"Size":"10k"}. This record does not assert independent reproduction.

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