# Reentrancy Alignment on LEAMR 1.0 (test)

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

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

Data updated: 2026-02-26T05:42:25.858Z

Evaluation of model performance on Reentrancy 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 | Reentrancy Alignment |
| Dataset (including any stated split) | LEAMR 1.0 (test) |
| Metric | Exact Alignment Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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 Precision](<https://www.sota2.com/research/sota/reentrancy-alignment-on-leamr-1-0-test.md?metric=Exact%20Alignment%20Precision>): Higher is better; unit: PERCENT.

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

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

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

## Recorded results

| Method | Exact Alignment Precision | Result date | Report paper |
| --- | --- | --- | --- |
| Guided Cross-Attention | 56.9 | Not recorded | 68fa6fca1e209131cea476d4 |
| LEAMR | 55.75 | Not recorded | 68fa6fca1e209131cea476d4 |
| LEAMR | 54.61 | Not recorded | 68fa6fca1e209131cea476d4 |
| Unguided Cross-Attention | 44.75 | Not recorded | 68fa6fca1e209131cea476d4 |
| Guided Cross-Attention | 42.09 | Not recorded | 68fa6fca1e209131cea476d4 |

### Guided Cross-Attention

Exact Alignment Precision: 56.9. Result ID: 6990ec4f3a6c3148490450c7.

[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.

### LEAMR

Exact Alignment Precision: 55.75. Result ID: 6990ec4f3a6c3148490450c3.

[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 Precision: 54.61. Result ID: 6990ec4f3a6c3148490450c4.

[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.

### Unguided Cross-Attention

Exact Alignment Precision: 44.75. Result ID: 6990ec4f3a6c3148490450c5.

[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.

### Guided Cross-Attention

Exact Alignment Precision: 42.09. Result ID: 6990ec4f3a6c3148490450c6.

[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.

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