# Compositional Zero-Shot Learning on VAW CZSL (val)

Source: [Compositional Zero-Shot Learning on VAW CZSL (val)](<https://www.sota2.com/research/sota/compositional-zero-shot-learning-on-vaw-czsl-val>)

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

Data updated: 2026-02-26T06:07:59.716Z

Evaluation of Compositional Zero-Shot Learning performance on the validation split of the VAW CZSL dataset, measured using V@K metrics.

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 Zero-Shot Learning |
| Dataset (including any stated split) | VAW CZSL (val) |
| Metric | V@3 |
| Unit | SCALAR |
| 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

- [V@3](<https://www.sota2.com/research/sota/compositional-zero-shot-learning-on-vaw-czsl-val.md?metric=V%403>): Higher is better; unit: SCALAR.

- [V@5](<https://www.sota2.com/research/sota/compositional-zero-shot-learning-on-vaw-czsl-val.md?metric=V%405>): Higher is better; unit: SCALAR.

## Recorded results

| Method | V@3 | Result date | Report paper |
| --- | --- | --- | --- |
| OADis | 3.5 | Not recorded | 68fa6c9c1e209131cea34e1e |
| CompCos | 3.1 | Not recorded | 68fa6c9c1e209131cea34e1e |
| GraphEmb | 2.7 | Not recorded | 68fa6c9c1e209131cea34e1e |
| Symnet | 2.3 | Not recorded | 68fa6c9c1e209131cea34e1e |
| TMN | 2.2 | Not recorded | 68fa6c9c1e209131cea34e1e |
| LabelEmbed+ | 1.5 | Not recorded | 68fa6c9c1e209131cea34e1e |
| AttrOpr | 1.4 | Not recorded | 68fa6c9c1e209131cea34e1e |

### OADis

V@3: 3.5. Result ID: 698f25a63a6c314849f6307d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Implementation](<https://github.com/nirat1606/OADis>)

Recorded evaluation configuration: {"Backbone":"Frozen ResNet","Embeddings":"GloVe","Feature Pooling":"Convolutional"}. This record does not assert independent reproduction.

### CompCos

V@3: 3.1. Result ID: 698f25a63a6c314849f6307b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c371e209131cea32d6e.md>)

Recorded evaluation configuration: {"Backbone":"Frozen ResNet","Embeddings":"GloVe"}. This record does not assert independent reproduction.

### GraphEmb

V@3: 2.7. Result ID: 698f25a63a6c314849f6307c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e91e209131cea24d40.md>)

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

Recorded evaluation configuration: {"Backbone":"Frozen ResNet","Embeddings":"GloVe"}. This record does not assert independent reproduction.

### Symnet

V@3: 2.3. Result ID: 698f25a63a6c314849f63079.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159a9.md>)

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

Recorded evaluation configuration: {"Backbone":"Frozen ResNet","Embeddings":"GloVe"}. This record does not assert independent reproduction.

### TMN

V@3: 2.2. Result ID: 698f25a63a6c314849f6307a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bd1e209131cea0c0a8.md>)

Recorded evaluation configuration: {"Backbone":"Frozen ResNet","Embeddings":"GloVe"}. This record does not assert independent reproduction.

### LabelEmbed+

V@3: 1.5. Result ID: 698f25a63a6c314849f63078.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bc1e209131cea062a1.md>)

[Implementation](<https://www.sota2.com/github.com/attributes-as-operators>)

Recorded evaluation configuration: {"Backbone":"Frozen ResNet","Embeddings":"GloVe"}. This record does not assert independent reproduction.

### AttrOpr

V@3: 1.4. Result ID: 698f25a63a6c314849f63077.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e1e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bc1e209131cea062a1.md>)

[Implementation](<https://www.sota2.com/github.com/attributes-as-operators>)

Recorded evaluation configuration: {"Backbone":"Frozen ResNet","Embeddings":"GloVe"}. This record does not assert independent reproduction.

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