Metric: METEOR (higher is better)
| # | Model↕ | METEOR▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | JointGT (T5) | 47.25 | No | JointGT: Graph-Text Joint Representation Learnin... | 2021-06-19 | Code |
| 2 | JointGT (BART) | 47.15 | No | JointGT: Graph-Text Joint Representation Learnin... | 2021-06-19 | Code |
| 3 | JointGT (BART) - w/ JointGTPretrain | 47.15 | No | GAP: A Graph-aware Language Model Framework for ... | 2022-04-13 | Code |
| 4 | JointGT (BART) - w/ BARTPretrain | 46.77 | No | GAP: A Graph-aware Language Model Framework for ... | 2022-04-13 | Code |
| 5 | T5 | 46.58 | No | JointGT: Graph-Text Joint Representation Learnin... | 2021-06-19 | Code |
| 6 | BART | 46.51 | No | JointGT: Graph-Text Joint Representation Learnin... | 2021-06-19 | Code |
| 7 | KGPT | 46.3 | No | KGPT: Knowledge-Grounded Pre-Training for Data-t... | 2020-10-05 | Code |
| 8 | KGPT w/o pretrain | 44.33 | No | GAP: A Graph-aware Language Model Framework for ... | 2022-04-13 | Code |
| 9 | KGPT w/o pretrain | 44.33 | No | GAP: A Graph-aware Language Model Framework for ... | 2022-04-13 | Code |
| 10 | GCN | 42.76 | No | GAP: A Graph-aware Language Model Framework for ... | 2022-04-13 | Code |
| 11 | SOTA-NPT | 42 | No | - | - | Code |