# Multimodal Relation Extraction on MNRE Low-resource & Full-supervision

Source: [Multimodal Relation Extraction on MNRE Low-resource & Full-supervision](<https://www.sota2.com/research/sota/multimodal-relation-extraction-on-mnre-low-resource-and-full-supervision>)

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

Data updated: 2026-06-18T08:02:29.194Z

Evaluation of Multimodal Relation Extraction performance specifically on the low-resource and full-supervision splits of the MNRE dataset, measured using Precision, Recall, and F1 score.

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 | Multimodal Relation Extraction |
| Dataset (including any stated split) | MNRE Low-resource & Full-supervision |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/multimodal-relation-extraction-on-mnre-low-resource-and-full-supervision.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/multimodal-relation-extraction-on-mnre-low-resource-and-full-supervision.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/multimodal-relation-extraction-on-mnre-low-resource-and-full-supervision.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| TMR -w/ SAMA | 91.3 | Not recorded | 6a337bc4206542251d7c520b |
| TMR | 90.5 | Not recorded | 6a337bc4206542251d7c520b |
| HVPNeT -w/ SAMA | 78.8 | Not recorded | 6a337bc4206542251d7c520b |
| HVPNeT | 75.1 | Not recorded | 6a337bc4206542251d7c520b |

### TMR -w/ SAMA

Precision: 91.3. Result ID: 6a33a514fbc373592c30b8df.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bc4206542251d7c520b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bc4206542251d7c520b.md>)

Recorded evaluation configuration: {"Training Data Ratio":"100%"}. This record does not assert independent reproduction.

### TMR

Precision: 90.5. Result ID: 6a33a514fbc373592c30b8de.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bc4206542251d7c520b.md>)

Recorded evaluation configuration: {"Training Data Ratio":"100%"}. This record does not assert independent reproduction.

### HVPNeT -w/ SAMA

Precision: 78.8. Result ID: 6a33a514fbc373592c30b8dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bc4206542251d7c520b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a337bc4206542251d7c520b.md>)

Recorded evaluation configuration: {"Training Data Ratio":"10%"}. This record does not assert independent reproduction.

### HVPNeT

Precision: 75.1. Result ID: 6a33a514fbc373592c30b8dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a337bc4206542251d7c520b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e271e209131cea3e2dc.md>)

Recorded evaluation configuration: {"Training Data Ratio":"10%"}. This record does not assert independent reproduction.

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