Metric: Hits@1 (higher is better)
| # | Model↕ | Hits@1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GenTKGQA | 97.8 | No | Two-stage Generative Question Answering on Tempo... | 2024-02-26 | - |
| 2 | QC-MHM | 97.1 | No | Question Calibration and Multi-Hop Modeling for ... | 2024-02-20 | - |
| 3 | LGQA | 96.9 | No | - | - | - |
| 4 | M3TQA | 96.9 | No | - | - | - |
| 5 | SubGTR | 96.6 | No | - | - | Code |
| 6 | Prog-TQA | 93.7 | No | Self-Improvement Programming for Temporal Knowle... | 2024-04-02 | - |
| 7 | CTRN-hard | 92 | No | - | - | - |
| 8 | CTRN | 92 | No | - | - | - |
| 9 | TempoQR-Hard | 91.8 | No | TempoQR: Temporal Question Reasoning over Knowle... | 2021-12-10 | Code |
| 10 | TSIQA-Search | 90.9 | No | - | - | - |
| 11 | TSQA | 83.1 | No | Improving Time Sensitivity for Question Answerin... | 2022-03-01 | - |
| 12 | SERQA-soft | 81.1 | No | - | - | - |
| 13 | CTRN-soft | 80.6 | No | - | - | - |
| 14 | TempoQR-Soft | 79.9 | No | TempoQR: Temporal Question Reasoning over Knowle... | 2021-12-10 | Code |
| 15 | TMA | 78.4 | No | Time-aware Multiway Adaptive Fusion Network for ... | 2023-02-24 | - |
| 16 | ChatGPT w/ tkg | 75.4 | No | - | - | - |
| 17 | EntityQR | 74.5 | No | TempoQR: Temporal Question Reasoning over Knowle... | 2021-12-10 | Code |
| 18 | CronKGQA | 64.7 | No | Question Answering Over Temporal Knowledge Graphs | 2021-06-03 | Code |
| 19 | EmbedKGQA | 28.8 | No | - | - | - |
| 20 | EaE | 28.8 | No | - | - | - |
| 21 | T-EaE-replace | 28.8 | No | - | - | - |
| 22 | T-EaE-add | 27.8 | No | - | - | - |
| 23 | T5-3B | 25.2 | No | - | - | - |
| 24 | BERT | 24.3 | No | TempoQR: Temporal Question Reasoning over Knowle... | 2021-12-10 | Code |
| 25 | KnowBERT | 22.6 | No | - | - | - |
| 26 | RoBERTa | 22.5 | No | - | - | - |
| 27 | ChatGPT w/o tkg | 15.1 | No | - | - | - |
| 28 | BERT w/o tkg | 7.1 | No | - | - | - |
| 29 | RoBERTa w/o tkg | 7 | No | - | - | - |