# Compositional Few-Shot Transfer on CGQA 10-way 10-shot

Source: [Compositional Few-Shot Transfer on CGQA 10-way 10-shot](<https://www.sota2.com/research/sota/compositional-few-shot-transfer-on-cgqa-10-way-10-shot>)

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

Data updated: 2026-05-13T09:24:10.816Z

Evaluation of compositional few-shot transfer performance on the 10-way, 10-shot setting of the CGQA dataset, reporting metrics such as NOC and Ha.

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 | Compositional Few-Shot Transfer |
| Dataset (including any stated split) | CGQA 10-way 10-shot |
| Metric | NOC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [NOC](<https://www.sota2.com/research/sota/compositional-few-shot-transfer-on-cgqa-10-way-10-shot.md?metric=NOC>): Higher is better; unit: PERCENT.

- [Ha](<https://www.sota2.com/research/sota/compositional-few-shot-transfer-on-cgqa-10-way-10-shot.md?metric=Ha>): Higher is better; unit: PERCENT.

## Recorded results

| Method | NOC | Result date | Report paper |
| --- | --- | --- | --- |
| COMPOSE | 94.14 | Not recorded | 6a0405c7dbc836b87d8277da |
| CoFiMA | 91.97 | Not recorded | 6a0405c7dbc836b87d8277da |
| COMPOSE-CT | 91.61 | Not recorded | 6a0405c7dbc836b87d8277da |
| EASE | 91.21 | Not recorded | 6a0405c7dbc836b87d8277da |
| RanPAC | 88.6 | Not recorded | 6a0405c7dbc836b87d8277da |
| SimpleShot | 86.79 | Not recorded | 6a0405c7dbc836b87d8277da |
| DINOv2-Proto | 83.28 | Not recorded | 6a0405c7dbc836b87d8277da |
| MetaProtoNet | 79.32 | Not recorded | 6a0405c7dbc836b87d8277da |
| TransSlot | 69.68 | Not recorded | 6a0405c7dbc836b87d8277da |

### COMPOSE

NOC: 94.14. Result ID: 6a0442a747f34ce924ea63a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

Recorded evaluation configuration: {"Strategy":"Ours","Backbone":"frozen DINOv2 ViT-B/14","Protocol":"episodically meta-trained"}. This record does not assert independent reproduction.

### CoFiMA

NOC: 91.97. Result ID: 6a0442a747f34ce924ea63a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762e1e209131cea6bb30.md>)

Recorded evaluation configuration: {"Strategy":"PTM-based CIL","Backbone":"fine-tuned DINOv2 ViT-B/14","Seed":"seed 42 only"}. This record does not assert independent reproduction.

### COMPOSE-CT

NOC: 91.61. Result ID: 6a0442a747f34ce924ea63a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

Recorded evaluation configuration: {"Strategy":"Ours","Backbone":"frozen DINOv2 ViT-B/14","Protocol":"episodically meta-trained"}. This record does not assert independent reproduction.

### EASE

NOC: 91.21. Result ID: 6a0442a747f34ce924ea63a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72981e209131cea57699.md>)

Recorded evaluation configuration: {"Strategy":"PTM-based CIL","Backbone":"frozen DINOv2 ViT-B/14","Seed":"seed 42 only"}. This record does not assert independent reproduction.

### RanPAC

NOC: 88.6. Result ID: 6a0442a747f34ce924ea63a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71cb1e209131cea53052.md>)

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

Recorded evaluation configuration: {"Strategy":"PTM-based CIL","Backbone":"frozen DINOv2 ViT-B/14","Seed":"seed 42 only"}. This record does not assert independent reproduction.

### SimpleShot

NOC: 86.79. Result ID: 6a0442a747f34ce924ea639d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea1176b.md>)

[Implementation](<https://github.com/mileyan/simple_shot>)

Recorded evaluation configuration: {"Strategy":"Zero-shot","Backbone":"frozen DINOv2 ViT-B/14"}. This record does not assert independent reproduction.

### DINOv2-Proto

NOC: 83.28. Result ID: 6a0442a747f34ce924ea639c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Strategy":"Zero-shot","Backbone":"frozen DINOv2 ViT-B/14"}. This record does not assert independent reproduction.

### MetaProtoNet

NOC: 79.32. Result ID: 6a0442a747f34ce924ea639f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

Recorded evaluation configuration: {"Strategy":"Offline meta","Backbone":"frozen DINOv2 ViT-B/14","Protocol":"episodically meta-trained"}. This record does not assert independent reproduction.

### TransSlot

NOC: 69.68. Result ID: 6a0442a747f34ce924ea639e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c7dbc836b87d8277da.md>)

Recorded evaluation configuration: {"Strategy":"Offline meta","Backbone":"frozen DINOv2 ViT-B/14","Protocol":"episodically meta-trained"}. This record does not assert independent reproduction.

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