# Graphical API Recommendation on R-32

Source: [Graphical API Recommendation on R-32](<https://www.sota2.com/research/sota/graphical-api-recommendation-on-r-32>)

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

Data updated: 2026-03-30T07:39:39.954Z

Evaluation of Graphical API Recommendation performance on the R-32 dataset, measured using Mean Average Precision (mAP).

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 | Graphical API Recommendation |
| Dataset (including any stated split) | R-32 |
| Metric | mAP |
| 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

- [mAP](<https://www.sota2.com/research/sota/graphical-api-recommendation-on-r-32.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Plot-Adapter | 44.47 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 44.32 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 44.3 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Full-tuning | 43.73 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 43.62 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 43.38 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 43.36 | Not recorded | 69ca03710636e5bf4afc92b9 |
| VPT | 42.76 | Not recorded | 69ca03710636e5bf4afc92b9 |
| AdaptFormer | 42.67 | Not recorded | 69ca03710636e5bf4afc92b9 |
| VPT | 42.53 | Not recorded | 69ca03710636e5bf4afc92b9 |
| AdaptFormer | 42.41 | Not recorded | 69ca03710636e5bf4afc92b9 |
| AdaptFormer | 41.78 | Not recorded | 69ca03710636e5bf4afc92b9 |
| VPT | 41.53 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 40.92 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 40.89 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Linear | 40.78 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 40.78 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Full-tuning | 40.73 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 40.5 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 40.35 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Linear | 40.34 | Not recorded | 69ca03710636e5bf4afc92b9 |
| Plot-Adapter | 40.3 | Not recorded | 69ca03710636e5bf4afc92b9 |
| AdaptFormer | 39.83 | Not recorded | 69ca03710636e5bf4afc92b9 |
| AdaptFormer | 39.41 | Not recorded | 69ca03710636e5bf4afc92b9 |
| VPT | 39.16 | Not recorded | 69ca03710636e5bf4afc92b9 |
| VPT | 39.13 | Not recorded | 69ca03710636e5bf4afc92b9 |
| AdaptFormer | 38.85 | Not recorded | 69ca03710636e5bf4afc92b9 |
| VPT | 38.67 | Not recorded | 69ca03710636e5bf4afc92b9 |

### Plot-Adapter

mAP: 44.47. Result ID: 69ca285f47f34ce924b27be3.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.12","Version":"V1","Bottleneck Dimension":"4","Projection matrix sharing":"False"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 44.32. Result ID: 69ca285f47f34ce924b27be8.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.19","Version":"V2","Bottleneck Dimension":"64","Projection matrix sharing":"True"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 44.3. Result ID: 69ca285f47f34ce924b27be7.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.08","Version":"V2","Bottleneck Dimension":"16","Projection matrix sharing":"True"}. This record does not assert independent reproduction.

### Full-tuning

mAP: 43.73. Result ID: 69ca285f47f34ce924b27bdb.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"85.81"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 43.62. Result ID: 69ca285f47f34ce924b27be6.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.06","Version":"V2","Bottleneck Dimension":"4","Projection matrix sharing":"True"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 43.38. Result ID: 69ca285f47f34ce924b27be5.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"1.31","Version":"V1","Bottleneck Dimension":"64","Projection matrix sharing":"False"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 43.36. Result ID: 69ca285f47f34ce924b27be4.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.35","Version":"V1","Bottleneck Dimension":"16","Projection matrix sharing":"False"}. This record does not assert independent reproduction.

### VPT

mAP: 42.76. Result ID: 69ca285f47f34ce924b27bde.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.07","Bottleneck/Prompt Length":"8"}. This record does not assert independent reproduction.

### AdaptFormer

mAP: 42.67. Result ID: 69ca285f47f34ce924b27be2.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"1.19","Bottleneck Dimension":"64"}. This record does not assert independent reproduction.

### VPT

mAP: 42.53. Result ID: 69ca285f47f34ce924b27bdd.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.04","Bottleneck/Prompt Length":"4"}. This record does not assert independent reproduction.

### AdaptFormer

mAP: 42.41. Result ID: 69ca285f47f34ce924b27be0.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.08","Bottleneck Dimension":"4"}. This record does not assert independent reproduction.

### AdaptFormer

mAP: 41.78. Result ID: 69ca285f47f34ce924b27be1.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.30","Bottleneck Dimension":"16"}. This record does not assert independent reproduction.

### VPT

mAP: 41.53. Result ID: 69ca285f47f34ce924b27bdf.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"0.15","Bottleneck/Prompt Length":"16"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 40.92. Result ID: 69ca285f47f34ce924b27bda.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.19","Version":"V2","Bottleneck Dimension":"64","Projection matrix sharing":"True"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 40.89. Result ID: 69ca285f47f34ce924b27bd8.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.06","Version":"V2","Bottleneck Dimension":"4","Projection matrix sharing":"True"}. This record does not assert independent reproduction.

### Linear

mAP: 40.78. Result ID: 69ca285f47f34ce924b27bce.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"85.81"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 40.78. Result ID: 69ca285f47f34ce924b27bd7.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"1.31","Version":"V1","Bottleneck Dimension":"64","Projection matrix sharing":"False"}. This record does not assert independent reproduction.

### Full-tuning

mAP: 40.73. Result ID: 69ca285f47f34ce924b27bcd.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"85.81"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 40.5. Result ID: 69ca285f47f34ce924b27bd5.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.12","Version":"V1","Bottleneck Dimension":"4","Projection matrix sharing":"False"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 40.35. Result ID: 69ca285f47f34ce924b27bd9.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.08","Version":"V2","Bottleneck Dimension":"16","Projection matrix sharing":"True"}. This record does not assert independent reproduction.

### Linear

mAP: 40.34. Result ID: 69ca285f47f34ce924b27bdc.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"IN21K","Avg. Params(M)":"85.81"}. This record does not assert independent reproduction.

### Plot-Adapter

mAP: 40.3. Result ID: 69ca285f47f34ce924b27bd6.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.35","Version":"V1","Bottleneck Dimension":"16","Projection matrix sharing":"False"}. This record does not assert independent reproduction.

### AdaptFormer

mAP: 39.83. Result ID: 69ca285f47f34ce924b27bd3.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.30","Bottleneck Dimension":"16"}. This record does not assert independent reproduction.

### AdaptFormer

mAP: 39.41. Result ID: 69ca285f47f34ce924b27bd4.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"1.19","Bottleneck Dimension":"64"}. This record does not assert independent reproduction.

### VPT

mAP: 39.16. Result ID: 69ca285f47f34ce924b27bd1.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.15","Bottleneck/Prompt Length":"16"}. This record does not assert independent reproduction.

### VPT

mAP: 39.13. Result ID: 69ca285f47f34ce924b27bd0.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.07","Bottleneck/Prompt Length":"8"}. This record does not assert independent reproduction.

### AdaptFormer

mAP: 38.85. Result ID: 69ca285f47f34ce924b27bd2.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.08","Bottleneck Dimension":"4"}. This record does not assert independent reproduction.

### VPT

mAP: 38.67. Result ID: 69ca285f47f34ce924b27bcf.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03710636e5bf4afc92b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37ae9.md>)

[Implementation](<https://www.sota2.com/github.com/kmnp/vpt>)

Recorded evaluation configuration: {"Pre-training":"MAE","Avg. Params(M)":"0.04","Bottleneck/Prompt Length":"4"}. This record does not assert independent reproduction.

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