Table 3. Performance (in percentage) for entity prediction task on ICEWS05-15 and GDELT with time-aware metrics.
The best performance is highlighted in bold.
| Model | ICEWS05-15 | GDELT | ||||||
|---|---|---|---|---|---|---|---|---|
| MRR | H@1 | H@3 | H@10 | MRR | H@1 | H@3 | H@10 | |
| RGCRN (2018) | 44.56 | 34.16 | 50.06 | 64.51 | 19.37 | 12.24 | 20.57 | 33.32 |
| RE-NET (2020) | 43.67 | 33.55 | 48.83 | 62.72 | 19.55 | 12.38 | 20.80 | 34.00 |
| CyGNet (2021) | 40.42 | 29.44 | 46.06 | 61.60 | 20.22 | 12.35 | 21.66 | 35.82 |
| xERTE (2021) | 46.62 | 37.84 | 52.31 | 63.92 | 19.45 | 11.92 | 20.84 | 34.18 |
| TITer (2021) | 47.60 | 38.29 | 52.74 | 64.86 | 18.19 | 11.52 | 19.20 | 31.00 |
| RE-GCN (2021) | 48.03 | 37.33 | 53.90 | 68.51 | 19.69 | 12.46 | 20.93 | 33.81 |
| CEN (2022) | 46.84 | 36.38 | 52.45 | 67.01 | 20.39 | 12.96 | 21.77 | 34.97 |
| TiRGN (2022) | 50.04 | 39.25 | 56.13 | 70.71 | 21.67 | 13.63 | 23.27 | 37.60 |
| CENET (2023) | 39.10 | 29.02 | 43.81 | 58.43 | 20.23 | 12.69 | 21.70 | 34.92 |
| The proposed TRCL | 50.12 | 39.08 | 56.39 | 70.87 | 21.85 | 13.68 | 23.55 | 38.10 |