# Graph Reasoning on Scenario-Simulation Graph Dataset

Source: [Graph Reasoning on Scenario-Simulation Graph Dataset](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset>)

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

Data updated: 2026-04-13T07:42:00.696Z

Evaluation of model performance on the Graph Reasoning task using the Scenario-Simulation Graph Dataset, reporting metrics including connectivity, flow, matching, and coloring.

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 Reasoning |
| Dataset (including any stated split) | Scenario-Simulation Graph Dataset |
| Metric | Connectivity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Connectivity](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Connectivity>): Higher is better; unit: PERCENT.

- [Neighbor Accuracy](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Neighbor%20Accuracy>): Higher is better; unit: PERCENT.

- [Predecessor Accuracy](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Predecessor%20Accuracy>): Higher is better; unit: PERCENT.

- [Edge Prediction Accuracy](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Edge%20Prediction%20Accuracy>): Higher is better; unit: PERCENT.

- [Graph Info Feature Correlation](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Graph%20Info%20Feature%20Correlation>): Higher is better; unit: PERCENT.

- [Node Info Feature Correlation](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Node%20Info%20Feature%20Correlation>): Higher is better; unit: PERCENT.

- [Bipartite Maximum Matching Score](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Bipartite%20Maximum%20Matching%20Score>): Higher is better; unit: PERCENT.

- [Maximum Flow Score](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Maximum%20Flow%20Score>): Higher is better; unit: PERCENT.

- [Constraint Connection Score](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Constraint%20Connection%20Score>): Higher is better; unit: PERCENT.

- [Constraint Path Score](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Constraint%20Path%20Score>): Higher is better; unit: PERCENT.

- [Delta+1 Coloring Accuracy](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Delta%2B1%20Coloring%20Accuracy>): Higher is better; unit: PERCENT.

- [Overall Score](<https://www.sota2.com/research/sota/graph-reasoning-on-scenario-simulation-graph-dataset.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Connectivity | Result date | Report paper |
| --- | --- | --- | --- |
| LOM-action | 100 | Not recorded | 69dc788a7d0172140ec78ab0 |
| Doubao-1.8 | 0 | Not recorded | 69dc788a7d0172140ec78ab0 |
| DeepSeek-V3.2 | 0 | Not recorded | 69dc788a7d0172140ec78ab0 |

### LOM-action

Connectivity: 100. Result ID: 69dc9e3947f34ce924c3515e.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78ab0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78ab0.md>)

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

### Doubao-1.8

Connectivity: 0. Result ID: 69dc9e3947f34ce924c3515f.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78ab0.md>)

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

### DeepSeek-V3.2

Connectivity: 0. Result ID: 69dc9e3947f34ce924c35160.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78ab0.md>)

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

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