Temporal Knowledge Graph Question Answering on CronQuestions
97.2Hits@1 (Overall)TrustUQA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TrustUQA2026.06 | 97.2 | — | — | — | — | — | — | — | — | — | |
| CRAFTQA2026.06 | 97.1 | — | — | — | — | — | — | — | — | — | |
| Temporal-Aware Heterogeneous Graph Reasoning with Multi-View Fusion2026.02 | 96.9 | 96.2 | 99.7 | 97.2 | 97.4 | 99.2 | 99.1 | 99.6 | 99.5 | 99 | |
| CTRN2026.02 | 92 | 86.9 | 99 | 92.1 | 91.7 | 98 | 97 | 99.3 | 98.2 | 97.6 | |
| TempoQR2026.02 | 91.8 | 86.4 | 99 | 92.6 | 90.3 | 97.8 | 96.7 | 99.3 | 98 | 97.4 | |
| TSQA2026.02 | 83.1 | 71.3 | 98.7 | 82.9 | 83.6 | 98 | 96.8 | 99.7 | 98.1 | 97.8 | |
| TMA2026.02 | 78.4 | 63.2 | 98.7 | 79.2 | 74.3 | 94.3 | 90.4 | 99.5 | 94.7 | 93.6 | |
| CronKGQA2026.02 | 64.7 | 39.2 | 98.7 | 69.9 | 54.9 | 88.4 | 80.2 | 99.2 | 89.8 | 85.7 | |
| PoT2026.06 | 57.63 | — | — | — | — | — | — | — | — | — | |
| EmbedKGQA2026.02 | 28.8 | 28.6 | 29 | 41.1 | 5.7 | 67.2 | 63.2 | 72.5 | 85 | 34.1 | |
| T-EaE-replace2026.02 | 28.8 | 25.7 | 32.9 | 31.8 | 23.1 | 67.8 | 62.3 | 75.3 | 66.8 | 69.8 | |
| T-EaE-add2026.02 | 27.8 | 25.7 | 30.6 | 31.3 | 21.3 | 66.3 | 61.4 | 72.9 | 66.2 | 66.5 | |
| T5-3B2026.02 | 8.1 | 7.3 | 9.1 | 8.8 | 6.7 | — | — | — | — | — | |
| BERT2026.02 | 7.1 | 8.6 | 5.2 | 7.7 | 6 | 21.3 | 20.5 | 22.5 | 19.2 | 25.3 | |
| RoBERTa2026.02 | 7 | 8.6 | 5 | 8.2 | 4.8 | 20.2 | 19.2 | 21.5 | 18.6 | 23.1 | |
| KnowBERT2026.02 | 7 | 8.3 | 5.1 | 8.1 | 4.8 | 20.1 | 18.9 | 21.7 | 18.5 | 23 |