Complex Query Answering on FB15k (test)
89.2Hits@1 (1p)CQD-CO
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CQD-COoptimization=continuous2023.01 | 89.2 | 46.9 | — | — | 25.3 | 13.4 | 74.4 | 78.3 | 44.1 | 33.2 | 41.8 | 21.9 | — | — | — | — | — | — | |
| CQD-Beamoptimization=beam search2023.01 | 89.2 | 58.2 | — | — | 54.3 | 28.6 | 74.4 | 78.3 | 58.2 | 67.7 | 42.4 | 30.9 | — | — | — | — | — | — | |
| CQD^Acalibration=adapter-based2023.01 | 89.2 | 70.4 | — | 42.8 | 64.5 | 57.9 | 76.1 | 79.4 | 70 | 70.6 | 68.4 | 57.9 | 54.7 | 47.1 | 37.6 | 35.3 | 24.6 | — | |
| CQDA2024.09 | 89.2 | 70.4 | — | 42.8 | 25.3 | 13.4 | 79.4 | 70 | 70.6 | 68.4 | 57.9 | 54.7 | 47.1 | 37.6 | 35.3 | 24.6 | 61.3 | — | |
| QTO2024.09 | 89.2 | 74 | — | 49.2 | 54.3 | 28.6 | 80.3 | 83.6 | 75.2 | 74 | 76.7 | 61.1 | 61.2 | 47.6 | 48.9 | 27.5 | 61.1 | — | |
| CKGC2024.09 | 89.2 | 80.6 | — | 71 | 76.5 | 72.8 | 84.6 | 88.1 | 82.1 | 80.4 | 78.7 | 72.1 | 75 | 74.3 | 62.6 | 70.7 | 72.5 | — | |
| GNN-QE2023.01 | 88.5 | 72.8 | — | 38.6 | 69.3 | 58.7 | 79.7 | 83.5 | 69.9 | 70.4 | 74.1 | 61 | 44.7 | 41.7 | 42 | 30.1 | 34.3 | — | |
| GNN-QE2024.09 | 88.5 | 72.8 | — | 38.6 | 69.3 | 58.7 | 79.7 | 83.5 | 69.9 | 70.4 | 74.1 | 61 | 44.7 | 41.7 | 42 | 30.1 | 34.3 | — | |
| QTO2022.12 | 86.6 | 68.6 | 66 | 39.1 | 60.9 | 51.9 | 75.3 | 79 | 69.2 | 68.8 | 71.8 | 54.3 | 50.3 | 50.3 | 39.1 | 36.9 | 18.8 | — | |
| GNN-QE2022.12 | 86.1 | 67.3 | 62.2 | 28.6 | 63.5 | 52.5 | 74.8 | 80.1 | 63.6 | 65.1 | 67.1 | 53 | 35.4 | 33.1 | 33.8 | 18.6 | 21.8 | — | |
| CQDvariant=CO2022.12 | 85.8 | 39.7 | 26.4 | — | 17.8 | 9 | 67.6 | 71.7 | 34.5 | 24.5 | 30.9 | 15.5 | — | — | — | — | — | — | |
| CQDvariant=Beam2022.12 | 85.8 | 51.9 | 42.7 | — | 48.6 | 22.5 | 67.6 | 71.7 | 51.7 | 62.3 | 31.7 | 25 | — | — | — | — | — | — | |
| ROGBase LLM=ChatGLM2026.02 | 81.4 | — | — | — | 67.7 | 49.2 | 75.6 | 72.3 | 65.1 | 62 | 69.4 | 45.6 | — | — | — | — | — | — | |
| CQD-COvariant=CO2024.09 | 74.4 | 46.9 | — | — | 78.3 | 44.1 | 33.2 | 41.8 | 21.9 | — | — | — | — | — | — | — | — | — | |
| CQD-Beamvariant=Beam2024.09 | 74.4 | 58.2 | — | — | 78.3 | 58.2 | 67.7 | 42.4 | 30.9 | — | — | — | — | — | — | — | — | — | |
| ConE2023.01 | 73.3 | 49.8 | — | 14.8 | 33.8 | 29.2 | 64.4 | 73.7 | 50.9 | 35.7 | 55.7 | 31.4 | 17.9 | 18.7 | 12.5 | 9.8 | 15.1 | — | |
| ConE2024.09 | 73.3 | 49.8 | — | 14.8 | 33.8 | 29.2 | 64.4 | 73.7 | 50.9 | 35.7 | 55.7 | 31.4 | 17.9 | 18.7 | 12.5 | 9.8 | 15.1 | — | |
| CQDType=Embedding-based2026.02 | 72.4 | — | — | — | 56.9 | 41.5 | 64.6 | 61.3 | 58.8 | 54.4 | 55.7 | 36.9 | — | — | — | — | — | — | |
| Q2B2023.01 | 68 | 38 | — | — | 21 | 14.2 | 55.1 | 66.5 | 39.4 | 26.1 | 35.1 | 16.7 | — | — | — | — | — | — | |
| Q2B2024.09 | 68 | 38 | — | — | 21 | 14.2 | 55.1 | 66.5 | 39.4 | 26.1 | 35.1 | 16.7 | — | — | — | — | — | — | |
| BetaE2023.01 | 65.1 | 41.6 | — | 11.8 | 25.7 | 24.7 | 55.8 | 66.5 | 43.9 | 28.1 | 40.1 | 25.2 | 14.3 | 14.7 | 11.5 | 6.5 | 12.4 | — | |
| BetaE2024.09 | 65.1 | 41.6 | — | 11.8 | 25.7 | 24.7 | 55.8 | 66.5 | 43.9 | 28.1 | 40.1 | 25.2 | 14.3 | 11.5 | 6.5 | 12.4 | 14.7 | — | |
| ConE2022.12 | 62.4 | 39.6 | 33 | 7.3 | 23.8 | 20.4 | 53.6 | 64.1 | 39.6 | 25.6 | 44.9 | 21.7 | 9.4 | 9.1 | 6 | 4.3 | 7.5 | — | |
| Q2BType=Embedding-based2026.02 | 58.1 | — | — | — | 48.7 | 43.3 | 65.1 | 56.9 | 50.2 | 47.1 | 35.2 | 29.9 | — | — | — | — | — | — | |
| GQEType=Embedding-based2026.02 | 57.2 | — | — | — | 55.9 | 29.9 | 52.4 | 47.7 | 44.5 | 41.8 | 29.8 | 31.2 | — | — | — | — | — | — | |
| GQE2023.01 | 54.6 | 28 | — | — | 15.3 | 10.8 | 39.7 | 51.4 | 27.6 | 19.1 | 22.1 | 11.6 | — | — | — | — | — | — | |
| GQE2024.09 | 54.6 | 28 | — | — | 15.3 | 10.8 | 39.7 | 51.4 | 27.6 | 19.1 | 22.1 | 11.6 | — | — | — | — | — | — | |
| Query2Box2022.12 | 52 | 26.8 | 18.7 | — | 12.7 | 7.8 | 40.5 | 53.4 | 26.7 | 16.7 | 22 | 9.4 | — | — | — | — | — | — | |
| BetaE2022.12 | 52 | 31.3 | 24.2 | 5.2 | 17 | 16.9 | 43.5 | 55.3 | 32.3 | 19.3 | 28.1 | 16.9 | 6.4 | 6.7 | 5.5 | 2 | 5.3 | — | |
| GQE2022.12 | 34.2 | 16.6 | 11 | — | 8.3 | 5 | 23.8 | 34.9 | 15.5 | 11.2 | 11.5 | 5.6 | — | — | — | — | — | — |