# LGD on LGD

Source: [LGD on LGD](<https://www.sota2.com/research/sota/lgd-on-lgd>)

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

Data updated: 2026-05-11T09:59:40.935Z

Evaluation of performance on the LGD dataset, measured using Completeness, Selectivity, and Reliability metrics.

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 | LGD |
| Dataset (including any stated split) | LGD |
| Metric | Completeness |
| 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

- [Completeness](<https://www.sota2.com/research/sota/lgd-on-lgd.md?metric=Completeness>): Higher is better; unit: PERCENT.

- [Selectivity](<https://www.sota2.com/research/sota/lgd-on-lgd.md?metric=Selectivity>): Higher is better; unit: PERCENT.

- [Reliability](<https://www.sota2.com/research/sota/lgd-on-lgd.md?metric=Reliability>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Completeness | Result date | Report paper |
| --- | --- | --- | --- |
| AlterRep | 99.51 | Not recorded | 6a0162b5dbc836b87d8232c6 |
| AlterRep | 94.9 | Not recorded | 6a0162b5dbc836b87d8232c6 |
| HDMI | 94.12 | Not recorded | 6a0162b5dbc836b87d8232c6 |
| HDMI | 93.41 | Not recorded | 6a0162b5dbc836b87d8232c6 |
| PGD | 71.24 | Not recorded | 6a0162b5dbc836b87d8232c6 |
| FGSM | 58.13 | Not recorded | 6a0162b5dbc836b87d8232c6 |
| PGD | 54.02 | Not recorded | 6a0162b5dbc836b87d8232c6 |
| FGSM | 43.93 | Not recorded | 6a0162b5dbc836b87d8232c6 |

### AlterRep

Completeness: 99.51. Result ID: 6a01a86547f34ce924e406b4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad11e209131cea2a835.md>)

Recorded evaluation configuration: {"Model":"EleutherAI/pythia-70m"}. This record does not assert independent reproduction.

### AlterRep

Completeness: 94.9. Result ID: 6a01a86547f34ce924e406b3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad11e209131cea2a835.md>)

Recorded evaluation configuration: {"Model":"Meta-Llama-3-8B-Instruct"}. This record does not assert independent reproduction.

### HDMI

Completeness: 94.12. Result ID: 6a01a86547f34ce924e406b1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

Recorded evaluation configuration: {"Model":"Meta-Llama-3-8B-Instruct"}. This record does not assert independent reproduction.

### HDMI

Completeness: 93.41. Result ID: 6a01a86547f34ce924e406b2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

Recorded evaluation configuration: {"Model":"EleutherAI/pythia-70m"}. This record does not assert independent reproduction.

### PGD

Completeness: 71.24. Result ID: 6a01a86547f34ce924e406b8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Model":"EleutherAI/pythia-70m"}. This record does not assert independent reproduction.

### FGSM

Completeness: 58.13. Result ID: 6a01a86547f34ce924e406b5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61c91e209131ce9f5e06.md>)

Recorded evaluation configuration: {"Model":"Meta-Llama-3-8B-Instruct"}. This record does not assert independent reproduction.

### PGD

Completeness: 54.02. Result ID: 6a01a86547f34ce924e406b7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Model":"Meta-Llama-3-8B-Instruct"}. This record does not assert independent reproduction.

### FGSM

Completeness: 43.93. Result ID: 6a01a86547f34ce924e406b6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b5dbc836b87d8232c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61c91e209131ce9f5e06.md>)

Recorded evaluation configuration: {"Model":"EleutherAI/pythia-70m"}. This record does not assert independent reproduction.

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