# Interactive Query Answering on FB15k237 manually curated preference sets

Source: [Interactive Query Answering on FB15k237 manually curated preference sets](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets>)

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

Data updated: 2026-03-27T14:28:56.944Z

Evaluation of interactive query answering performance on the manually curated preference sets derived from the FB15k-237 knowledge graph, reporting metrics such as Average MRR, Pairwise Accuracy, and NDCG@10.

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 | Interactive Query Answering (Average MRR) |
| Dataset (including any stated split) | FB15k237 manually curated preference sets |
| Metric | Metric 1p |
| Unit | PERCENT |
| Direction | Higher 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

- [Metric 1p](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%201p>): Higher is better; unit: PERCENT.

- [Average Pairwise Accuracy](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Average%20Pairwise%20Accuracy>): Higher is better; unit: PERCENT.

- [Average MRR](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Average%20MRR>): Higher is better; unit: PERCENT.

- [Average NDCG@10](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Average%20NDCG%4010>): Higher is better; unit: PERCENT.

- [Metric 2p](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%202p>): Higher is better; unit: PERCENT.

- [Metric 3p](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%203p>): Higher is better; unit: PERCENT.

- [Metric 2i](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%202i>): Higher is better; unit: PERCENT.

- [Metric 3i](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%203i>): Higher is better; unit: PERCENT.

- [Metric ip](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%20ip>): Higher is better; unit: PERCENT.

- [Metric pi](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%20pi>): Higher is better; unit: PERCENT.

- [Metric 2in](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%202in>): Higher is better; unit: PERCENT.

- [Metric 3in](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%203in>): Higher is better; unit: PERCENT.

- [Metric inp](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%20inp>): Higher is better; unit: PERCENT.

- [Metric pin](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%20pin>): Higher is better; unit: PERCENT.

- [Metric pni](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%20pni>): Higher is better; unit: PERCENT.

- [Metric 2u](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%202u>): Higher is better; unit: PERCENT.

- [Metric up](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Metric%20up>): Higher is better; unit: PERCENT.

- [Average Metric (avg)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237-manually-curated-preference-sets.md?metric=Average%20Metric%20(avg)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Metric 1p | Result date | Report paper |
| --- | --- | --- | --- |
| NQR | 27.54 | Not recorded | 68fa7abf1e209131cea84f6e |
| Cosine | 22.9 | Not recorded | 68fa7abf1e209131cea84f6e |
| Unconstrained | 19.22 | Not recorded | 68fa7abf1e209131cea84f6e |
| LightGBM | 16.6 | Not recorded | 68fa7abf1e209131cea84f6e |

### NQR

Metric 1p: 27.54. Result ID: 69c6933647f34ce924b0efda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7abf1e209131cea84f6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7abf1e209131cea84f6e.md>)

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

### Cosine

Metric 1p: 22.9. Result ID: 69c6933647f34ce924b0efd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7abf1e209131cea84f6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7abf1e209131cea84f6e.md>)

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

### Unconstrained

Metric 1p: 19.22. Result ID: 69c6933647f34ce924b0efd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7abf1e209131cea84f6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa61e209131cea46e17.md>)

[Implementation](<https://github.com/bys0318/QTO>)

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

### LightGBM

Metric 1p: 16.6. Result ID: 69c6933647f34ce924b0efd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7abf1e209131cea84f6e.md>)

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

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