# Knowledge Base Question Answering on WebQSP (Hits@1)

Source: [Knowledge Base Question Answering on WebQSP (Hits@1)](<https://www.sota2.com/research/sota/knowledge-base-question-answering-on-webqsp-hits-at-1>)

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

Data updated: 2026-04-15T08:54:08.037Z

Evaluation of Knowledge Base Question Answering performance on the WebQSP dataset, reporting Hits@1 score.

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 Base Question Answering |
| Dataset (including any stated split) | WebQSP |
| Metric | Hits@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Hits@1](<https://www.sota2.com/research/sota/knowledge-base-question-answering-on-webqsp-hits-at-1.md?metric=Hits%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hits@1 | Result date | Report paper |
| --- | --- | --- | --- |
| GraSP | 93.6 | Not recorded | 69df1b7f7d0172140ec7b87a |
| LMP | 90 | Not recorded | 69df1b7f7d0172140ec7b87a |
| iQUEST | 88.9 | Not recorded | 69df1b7f7d0172140ec7b87a |
| KBQA-o1 | 88.3 | Not recorded | 69df1b7f7d0172140ec7b87a |
| KG-Agent | 83.3 | Not recorded | 69df1b7f7d0172140ec7b87a |
| ToG | 82.1 | Not recorded | 69df1b7f7d0172140ec7b87a |

### GraSP

Hits@1: 93.6. Result ID: 69df522047f34ce924c83566.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7f7d0172140ec7b87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b7f7d0172140ec7b87a.md>)

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

### LMP

Hits@1: 90. Result ID: 69df522047f34ce924c83565.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7f7d0172140ec7b87a.md>)

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

### iQUEST

Hits@1: 88.9. Result ID: 69df522047f34ce924c83564.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7f7d0172140ec7b87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c301e209131cea8ced4.md>)

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

### KBQA-o1

Hits@1: 88.3. Result ID: 69df522047f34ce924c83562.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7f7d0172140ec7b87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b61b.md>)

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

### KG-Agent

Hits@1: 83.3. Result ID: 69df522047f34ce924c83563.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7f7d0172140ec7b87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72391e209131cea55147.md>)

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

### ToG

Hits@1: 82.1. Result ID: 69df522047f34ce924c83561.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b7f7d0172140ec7b87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a21e209131cea57b26.md>)

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

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