# Cross-modal binding on PUG:SPAR (train)

Source: [Cross-modal binding on PUG:SPAR (train)](<https://www.sota2.com/research/sota/cross-modal-binding-on-pug-spar-train>)

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

Data updated: 2026-03-04T07:53:59.569Z

Evaluation of Cross-modal binding performance on the training split of the PUG:SPAR dataset.

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 | Cross-modal binding |
| Dataset (including any stated split) | PUG:SPAR (train) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/cross-modal-binding-on-pug-spar-train.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Recall@1](<https://www.sota2.com/research/sota/cross-modal-binding-on-pug-spar-train.md?metric=Recall%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LABCLIP | 100 | Not recorded | 68fa76e11e209131cea6f95e |
| CLIP-FT | 100 | Not recorded | 68fa76e11e209131cea6f95e |
| CLIP | 52 | Not recorded | 68fa76e11e209131cea6f95e |
| Random | 50 | Not recorded | 68fa76e11e209131cea6f95e |
| CLIP-FT | 1 | Not recorded | 68fa76e11e209131cea6f95e |
| LABCLIP | 0.98 | Not recorded | 68fa76e11e209131cea6f95e |
| Random | 0.5 | Not recorded | 68fa76e11e209131cea6f95e |
| CLIP | 0.5 | Not recorded | 68fa76e11e209131cea6f95e |

### LABCLIP

Accuracy: 100. Result ID: 69a7e36c6dbb7075b94c806a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

Recorded evaluation configuration: {"Frozen?":"✓","#Params":"589.8K"}. This record does not assert independent reproduction.

### CLIP-FT

Accuracy: 100. Result ID: 69a7e36c6dbb7075b94c806b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

Recorded evaluation configuration: {"Frozen?":"✗","#Params":"428.2M"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 52. Result ID: 69a7e36c6dbb7075b94c8069.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Random

Accuracy: 50. Result ID: 69a7e36c6dbb7075b94c8068.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP-FT

Accuracy: 1. Result ID: 69a7e36c6dbb7075b94c8073.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

Recorded evaluation configuration: {"Frozen?":"✗","#Params":"428.2M"}. This record does not assert independent reproduction.

### LABCLIP

Accuracy: 0.98. Result ID: 69a7e36c6dbb7075b94c8072.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

Recorded evaluation configuration: {"Frozen?":"✓","#Params":"589.8K"}. This record does not assert independent reproduction.

### Random

Accuracy: 0.5. Result ID: 69a7e36c6dbb7075b94c8070.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP

Accuracy: 0.5. Result ID: 69a7e36c6dbb7075b94c8071.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76e11e209131cea6f95e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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