# Relation Alignment on LEAMR 1.0 (test)

Source: [Relation Alignment on LEAMR 1.0 (test)](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test>)

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

Data updated: 2026-02-26T05:42:25.830Z

Evaluation of model performance on Relation Alignment using the test split of the LEAMR 1.0 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 | Relation Alignment |
| Dataset (including any stated split) | LEAMR 1.0 (test) |
| Metric | Exact Alignment P |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Exact Alignment P](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Exact%20Alignment%20P>): Higher is better; unit: PERCENT.

- [Exact Alignment R](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Exact%20Alignment%20R>): Higher is better; unit: PERCENT.

- [Exact Alignment F1](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Exact%20Alignment%20F1>): Higher is better; unit: PERCENT.

- [Partial Alignment P](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Partial%20Alignment%20P>): Higher is better; unit: PERCENT.

- [Partial Alignment R](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Partial%20Alignment%20R>): Higher is better; unit: PERCENT.

- [Partial Alignment F1](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Partial%20Alignment%20F1>): Higher is better; unit: PERCENT.

- [Spans F1](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Spans%20F1>): Higher is better; unit: PERCENT.

- [Coverage](<https://www.sota2.com/research/sota/relation-alignment-on-leamr-1-0-test.md?metric=Coverage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Exact Alignment P | Result date | Report paper |
| --- | --- | --- | --- |
| Guided Cross-Attention | 0.8803 | Not recorded | 68fa6fca1e209131cea476d4 |
| Unguided Cross-Attention | 0.8714 | Not recorded | 68fa6fca1e209131cea476d4 |
| LEAMR | 0.8567 | Not recorded | 68fa6fca1e209131cea476d4 |
| LEAMR | 0.8463 | Not recorded | 68fa6fca1e209131cea476d4 |
| Guided Cross-Attention | 0.8382 | Not recorded | 68fa6fca1e209131cea476d4 |
| ISI | 0.5928 | Not recorded | 68fa6fca1e209131cea476d4 |

### Guided Cross-Attention

Exact Alignment P: 0.8803. Result ID: 6990ec4f3a6c3148490450c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Implementation](<https://www.sota2.com/github.com/Babelscape/AMR-alignment>)

Recorded evaluation configuration: {"Guidance":"Guided","Silver Source":"LEAMR"}. This record does not assert independent reproduction.

### Unguided Cross-Attention

Exact Alignment P: 0.8714. Result ID: 6990ec4f3a6c3148490450c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Implementation](<https://www.sota2.com/github.com/Babelscape/AMR-alignment>)

Recorded evaluation configuration: {"Guidance":"Unguided"}. This record does not assert independent reproduction.

### LEAMR

Exact Alignment P: 0.8567. Result ID: 6990ec4f3a6c3148490450be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a201e209131cea26222.md>)

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

### LEAMR

Exact Alignment P: 0.8463. Result ID: 6990ec4f3a6c3148490450bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a201e209131cea26222.md>)

Recorded evaluation configuration: {"Re-implemented":true}. This record does not assert independent reproduction.

### Guided Cross-Attention

Exact Alignment P: 0.8382. Result ID: 6990ec4f3a6c3148490450c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

[Implementation](<https://www.sota2.com/github.com/Babelscape/AMR-alignment>)

Recorded evaluation configuration: {"Guidance":"Guided","Silver Source":"ISI"}. This record does not assert independent reproduction.

### ISI

Exact Alignment P: 0.5928. Result ID: 6990ec4f3a6c3148490450bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fca1e209131cea476d4.md>)

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

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