# Button Press on Meta-World

Source: [Button Press on Meta-World](<https://www.sota2.com/research/sota/button-press-on-meta-world>)

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

Data updated: 2026-02-26T06:08:02.766Z

Evaluation of robotic performance on the specific Button Press task within the Meta-World environment, measured by VOC score.

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 | Button press |
| Dataset (including any stated split) | Meta-World |
| Metric | VOC Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [VOC Score](<https://www.sota2.com/research/sota/button-press-on-meta-world.md?metric=VOC%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | VOC Score | Result date | Report paper |
| --- | --- | --- | --- |
| LTriplet | 95.47 | Not recorded | 694cc50853fdd5c36173a87a |
| LTriplet | 95.07 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 94.53 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 90.95 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 90.92 | Not recorded | 694cc50853fdd5c36173a87a |
| LTriplet | 90.03 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 89.08 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 86.87 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 82.55 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 81.78 | Not recorded | 694cc50853fdd5c36173a87a |
| LTriplet | 81.72 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 79.1 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | 77.94 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | 68.21 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | 63.89 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | 56.72 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | 56.6 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | 54.95 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | 42.9 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | 40.71 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | 32.12 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | 27.39 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | 16.67 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | -11.51 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | -19.5 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | -21.03 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | -56.3 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | -72.8 | Not recorded | 694cc50853fdd5c36173a87a |

### LTriplet

VOC Score: 95.47. Result ID: 69994c515698665ec4b681a0.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LTriplet

VOC Score: 95.07. Result ID: 69994c515698665ec4b681b5.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 94.53. Result ID: 69994c515698665ec4b681b0.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LR3M

VOC Score: 90.95. Result ID: 69994c515698665ec4b681a3.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 90.92. Result ID: 69994c515698665ec4b681a2.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LTriplet

VOC Score: 90.03. Result ID: 69994c515698665ec4b681a7.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 89.08. Result ID: 69994c515698665ec4b6819b.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LR3M

VOC Score: 86.87. Result ID: 69994c515698665ec4b681b1.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 82.55. Result ID: 69994c515698665ec4b681a9.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

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

### LR3M

VOC Score: 81.78. Result ID: 69994c515698665ec4b6819c.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LTriplet

VOC Score: 81.72. Result ID: 69994c515698665ec4b681ae.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

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

### LR3M

VOC Score: 79.1. Result ID: 69994c515698665ec4b681aa.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

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

### LVIPtext

VOC Score: 77.94. Result ID: 69994c515698665ec4b681ab.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

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

### LVIPtext

VOC Score: 68.21. Result ID: 69994c515698665ec4b681b2.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: 63.89. Result ID: 69994c515698665ec4b681ac.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

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

### LVIPtext + LVIP

VOC Score: 56.72. Result ID: 69994c515698665ec4b681b3.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: 56.6. Result ID: 69994c515698665ec4b681a5.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LVIPtext

VOC Score: 54.95. Result ID: 69994c515698665ec4b681a4.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LLIV

VOC Score: 42.9. Result ID: 69994c515698665ec4b681b4.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LLIV

VOC Score: 40.71. Result ID: 69994c515698665ec4b681a6.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LLIV

VOC Score: 32.12. Result ID: 69994c515698665ec4b681ad.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

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

### LVIPtext

VOC Score: 27.39. Result ID: 69994c515698665ec4b6819d.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LLIV

VOC Score: 16.67. Result ID: 69994c515698665ec4b6819f.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: -11.51. Result ID: 69994c515698665ec4b681a8.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

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

### SigLIP2

VOC Score: -19.5. Result ID: 69994c515698665ec4b681a1.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: -21.03. Result ID: 69994c515698665ec4b6819e.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: -56.3. Result ID: 69994c515698665ec4b681af.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: -72.8. Result ID: 69994c515698665ec4b6819a.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

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