# Graph Interpretation on HLM-CLint

Source: [Graph Interpretation on HLM-CLint](<https://www.sota2.com/research/sota/graph-interpretation-on-hlm-clint>)

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

Data updated: 2026-02-26T05:26:41.913Z

Evaluation of models performing Graph Interpretation on the HLM-CLint dataset, measured by Absolute property divergence.

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 | Graph Interpretation |
| Dataset (including any stated split) | HLM-CLint |
| Metric | Absolute Property Divergence |
| Unit | SCALAR |
| Direction | Lower 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

- [Absolute Property Divergence](<https://www.sota2.com/research/sota/graph-interpretation-on-hlm-clint.md?metric=Absolute%20Property%20Divergence>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Absolute Property Divergence | Result date | Report paper |
| --- | --- | --- | --- |
| GCN+VGIB | 0.34 | Not recorded | 68fa6c341e209131cea32c91 |
| GCN+GIB | 0.37 | Not recorded | 68fa6c341e209131cea32c91 |
| GCN+Att05 | 0.9 | Not recorded | 68fa6c341e209131cea32c91 |
| GCN+Att07 | 1.18 | Not recorded | 68fa6c341e209131cea32c91 |

### GCN+VGIB

Absolute Property Divergence: 0.34. Result ID: 698ef4f53a6c314849f3deeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Implementation](<https://github.com/Samyu0304/VGIB>)

Recorded evaluation configuration: {"Backbone":"GCN"}. This record does not assert independent reproduction.

### GCN+GIB

Absolute Property Divergence: 0.37. Result ID: 698ef4f53a6c314849f3deea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687d1e209131cea1c493.md>)

Recorded evaluation configuration: {"Backbone":"GCN"}. This record does not assert independent reproduction.

### GCN+Att05

Absolute Property Divergence: 0.9. Result ID: 698ef4f53a6c314849f3dee8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687d1e209131cea1c493.md>)

Recorded evaluation configuration: {"Backbone":"GCN"}. This record does not assert independent reproduction.

### GCN+Att07

Absolute Property Divergence: 1.18. Result ID: 698ef4f53a6c314849f3dee9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687d1e209131cea1c493.md>)

Recorded evaluation configuration: {"Backbone":"GCN"}. This record does not assert independent reproduction.

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