# Interactive Query Answering on FB15k237

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

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

Data updated: 2026-03-27T14:28:56.982Z

Evaluation of model performance on the FB15k237 dataset for Interactive Query Answering, reporting comprehensive metrics including Average Pairwise Accuracy, Mean Reciprocal Rank (MRR), and NDCG@10, broken down by query path characteristics (e.g., 1p, 2p, ip, union).

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 |
| Dataset (including any stated split) | FB15k237 |
| Metric | APA (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

- [APA (1p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(1p)>): Higher is better; unit: PERCENT.

- [APA (2p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(2p)>): Higher is better; unit: PERCENT.

- [APA (3p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(3p)>): Higher is better; unit: PERCENT.

- [APA (2i)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(2i)>): Higher is better; unit: PERCENT.

- [APA (3i)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(3i)>): Higher is better; unit: PERCENT.

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

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

- [APA (2in)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(2in)>): Higher is better; unit: PERCENT.

- [APA (3in)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(3in)>): Higher is better; unit: PERCENT.

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

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

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

- [APA (2u)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=APA%20(2u)>): Higher is better; unit: PERCENT.

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

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

- [MRR (1p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(1p)>): Higher is better; unit: PERCENT.

- [MRR (2p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(2p)>): Higher is better; unit: PERCENT.

- [MRR (3p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(3p)>): Higher is better; unit: PERCENT.

- [MRR (2i)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(2i)>): Higher is better; unit: PERCENT.

- [MRR (3i)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(3i)>): Higher is better; unit: PERCENT.

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

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

- [MRR (2in)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(2in)>): Higher is better; unit: PERCENT.

- [MRR (3in)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(3in)>): Higher is better; unit: PERCENT.

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

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

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

- [MRR (2u)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=MRR%20(2u)>): Higher is better; unit: PERCENT.

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

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

- [NDCG@10 (1p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(1p)>): Higher is better; unit: PERCENT.

- [NDCG@10 (2p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(2p)>): Higher is better; unit: PERCENT.

- [NDCG@10 (3p)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(3p)>): Higher is better; unit: PERCENT.

- [NDCG@10 (2i)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(2i)>): Higher is better; unit: PERCENT.

- [NDCG@10 (3i)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(3i)>): Higher is better; unit: PERCENT.

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

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

- [NDCG@10 (2in)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(2in)>): Higher is better; unit: PERCENT.

- [NDCG@10 (3in)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(3in)>): Higher is better; unit: PERCENT.

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

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

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

- [NDCG@10 (2u)](<https://www.sota2.com/research/sota/interactive-query-answering-on-fb15k237.md?metric=NDCG%4010%20(2u)>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | APA (1p) | Result date | Report paper |
| --- | --- | --- | --- |
| Cosine | 85.66 | Not recorded | 68fa7abf1e209131cea84f6e |
| LightGBM | 80.1 | Not recorded | 68fa7abf1e209131cea84f6e |
| NQR | 76.8 | Not recorded | 68fa7abf1e209131cea84f6e |
| Unconstrained | 58.44 | Not recorded | 68fa7abf1e209131cea84f6e |

### Cosine

APA (1p): 85.66. Result ID: 69c6933647f34ce924b0efe1.

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

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

Recorded evaluation configuration: {"Feedback size":"1 to 10","Average steps":"10"}. This record does not assert independent reproduction.

### LightGBM

APA (1p): 80.1. Result ID: 69c6933647f34ce924b0efe0.

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

Recorded evaluation configuration: {"Feedback size":"1 to 10","Average steps":"10"}. This record does not assert independent reproduction.

### NQR

APA (1p): 76.8. Result ID: 69c6933647f34ce924b0efe2.

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

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

Recorded evaluation configuration: {"Feedback size":"1 to 10","Average steps":"10"}. This record does not assert independent reproduction.

### Unconstrained

APA (1p): 58.44. Result ID: 69c6933647f34ce924b0efdf.

[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: {"Feedback size":"1 to 10","Average steps":"10"}. This record does not assert independent reproduction.

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