# Operational Metrics (Runtime, I/O Counts) on WebQSP (Knowledge Graph Question Answering)

Source: [Operational Metrics (Runtime, I/O Counts) on WebQSP (Knowledge Graph Question Answering)](<https://www.sota2.com/research/sota/operational-metrics-runtime-i-o-counts-on-webqsp-knowledge-graph-question-answering>)

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

Data updated: 2026-05-12T16:46:57.413Z

Evaluation focusing on the operational performance of models answering Knowledge Graph Questions on the WebQSP dataset, specifically measuring execution time and the raw count of inputs and outputs processed.

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 | Knowledge Graph Question Answering |
| Dataset (including any stated split) | WebQSP |
| Metric | Runtime (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [Runtime (s)](<https://www.sota2.com/research/sota/operational-metrics-runtime-i-o-counts-on-webqsp-knowledge-graph-question-answering.md?metric=Runtime%20(s)>): Lower is better; unit: TIME.

- [# Calls](<https://www.sota2.com/research/sota/operational-metrics-runtime-i-o-counts-on-webqsp-knowledge-graph-question-answering.md?metric=%23%20Calls>): Lower is better; unit: SCALAR.

- [Input Count](<https://www.sota2.com/research/sota/operational-metrics-runtime-i-o-counts-on-webqsp-knowledge-graph-question-answering.md?metric=Input%20Count>): Lower is better; unit: SCALAR.

- [Output Count](<https://www.sota2.com/research/sota/operational-metrics-runtime-i-o-counts-on-webqsp-knowledge-graph-question-answering.md?metric=Output%20Count>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Runtime (s) | Result date | Report paper |
| --- | --- | --- | --- |
| PATHISE | 2.1 | Not recorded | 6a02b4afdbc836b87d824f3f |
| SubgraphRAG | 2.3 | Not recorded | 6a02b4afdbc836b87d824f3f |
| GCR | 3.5 | Not recorded | 6a02b4afdbc836b87d824f3f |
| DP | 4.4 | Not recorded | 6a02b4afdbc836b87d824f3f |
| RAPL | 4.7 | Not recorded | 6a02b4afdbc836b87d824f3f |
| PATHISE | 6.7 | Not recorded | 6a02b4afdbc836b87d824f3f |
| PoG | 10.9 | Not recorded | 6a02b4afdbc836b87d824f3f |

### PATHISE

Runtime (s): 2.1. Result ID: 6a03596747f34ce924e8ea85.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

Recorded evaluation configuration: {"Stage":"Inference"}. This record does not assert independent reproduction.

### SubgraphRAG

Runtime (s): 2.3. Result ID: 6a03596747f34ce924e8ea82.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea71faf.md>)

Recorded evaluation configuration: {"Stage":"Inference"}. This record does not assert independent reproduction.

### GCR

Runtime (s): 3.5. Result ID: 6a03596747f34ce924e8ea81.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d21e209131cea7a9a7.md>)

Recorded evaluation configuration: {"Stage":"Inference"}. This record does not assert independent reproduction.

### DP

Runtime (s): 4.4. Result ID: 6a03596747f34ce924e8ea84.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2fd.md>)

Recorded evaluation configuration: {"Stage":"Inference"}. This record does not assert independent reproduction.

### RAPL

Runtime (s): 4.7. Result ID: 6a03596747f34ce924e8ea86.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79641e209131cea7d635.md>)

Recorded evaluation configuration: {"Stage":"Train Sup."}. This record does not assert independent reproduction.

### PATHISE

Runtime (s): 6.7. Result ID: 6a03596747f34ce924e8ea87.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

Recorded evaluation configuration: {"Stage":"Train Sup."}. This record does not assert independent reproduction.

### PoG

Runtime (s): 10.9. Result ID: 6a03596747f34ce924e8ea83.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4afdbc836b87d824f3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75741e209131cea68054.md>)

[Implementation](<https://github.com/liyichen-cly/PoG>)

Recorded evaluation configuration: {"Stage":"Inference"}. This record does not assert independent reproduction.

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