# Knowledge Graph Question Answering on LC-QuAD 2.0 Wikidata dump 20 April 2021 NLIWOD (test)

Source: [Knowledge Graph Question Answering on LC-QuAD 2.0 Wikidata dump 20 April 2021 NLIWOD (test)](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-lc-quad-2-0-wikidata-dump-20-april-2021-nliwod-test>)

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

Data updated: 2026-02-26T05:58:51.015Z

Evaluation of Knowledge Graph Question Answering performance on the specific NLIWOD test split derived from the LC-QuAD 2.0 Wikidata dump dated April 20, 2021, reporting P@1.

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) | LC-QuAD 2.0 Wikidata dump 20 April 2021 NLIWOD (test) |
| Metric | Precision@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Precision@1](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-lc-quad-2-0-wikidata-dump-20-april-2021-nliwod-test.md?metric=Precision%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision@1 | Result date | Report paper |
| --- | --- | --- | --- |
| UNIQORN | 33.1 | Not recorded | 68fa6edf1e209131cea428d3 |
| QAnswer | 30.8 | Not recorded | 68fa6edf1e209131cea428d3 |
| Platypus | 3.6 | Not recorded | 68fa6edf1e209131cea428d3 |
| Pullnet | 1.1 | Not recorded | 68fa6edf1e209131cea428d3 |
| UNIK-QA | 0.5 | Not recorded | 68fa6edf1e209131cea428d3 |

### UNIQORN

Precision@1: 33.1. Result ID: 699076da3a6c31484900c0a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea64915.md>)

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

### QAnswer

Precision@1: 30.8. Result ID: 699076da3a6c31484900c0a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64101e209131cea02766.md>)

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

### Platypus

Precision@1: 3.6. Result ID: 699076da3a6c31484900c0a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428d3.md>)

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

### Pullnet

Precision@1: 1.1. Result ID: 699076da3a6c31484900c0a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a81e209131cea0bb2c.md>)

[Implementation](<https://github.com/OceanskySun/GraftNet>)

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

### UNIK-QA

Precision@1: 0.5. Result ID: 699076da3a6c31484900c0a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7e1e209131cea34505.md>)

[Implementation](<https://github.com/facebookresearch/UniK-QA>)

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

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