# Verb Understanding on SVO-probes Entire Dataset and Verb-specialized

Source: [Verb Understanding on SVO-probes Entire Dataset and Verb-specialized](<https://www.sota2.com/research/sota/verb-understanding-on-svo-probes-entire-dataset-and-verb-specialized>)

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

Data updated: 2026-02-26T05:22:46.232Z

Evaluation of model performance on Verb Understanding using the SVO-probes Entire Dataset and Verb-specialized configuration.

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 | Verb Understanding |
| Dataset (including any stated split) | SVO-probes Entire Dataset and Verb-specialized |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [AP](<https://www.sota2.com/research/sota/verb-understanding-on-svo-probes-entire-dataset-and-verb-specialized.md?metric=AP>): Higher is better; unit: PERCENT.

- [AP (Verb)](<https://www.sota2.com/research/sota/verb-understanding-on-svo-probes-entire-dataset-and-verb-specialized.md?metric=AP%20(Verb)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| VFC | 61.8 | Not recorded | 68fa6f071e209131cea4364e |
| Baseline | 60.2 | Not recorded | 68fa6f071e209131cea4364e |
| No-MRM-MMT | 51.5 | Not recorded | 68fa6f071e209131cea4364e |
| CLIP | 48.3 | Not recorded | 68fa6f071e209131cea4364e |

### VFC

AP: 61.8. Result ID: 699090893a6c314849017b28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

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

### Baseline

AP: 60.2. Result ID: 699090893a6c314849017b27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

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

### No-MRM-MMT

AP: 51.5. Result ID: 699090893a6c314849017b26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea2667b.md>)

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

### CLIP

AP: 48.3. Result ID: 699090893a6c314849017b25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.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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