Knowledge-Grounded Dialogue Generation on Wizard of Wikipedia (WoW) Seen (test)
21.7ROUGE-1KAT-TSLF
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| KAT-TSLFexternal knowledge=with external knowledge2023.02 | 21.7 | — | — | — | — | — | — | 14.4 | 7.6 | |
| BART-large + KILMexternal knowledge=without external knowledge2023.02 | 20.8 | — | — | — | — | — | — | 18.9 | 5.9 | |
| BART-largeexternal knowledge=without external knowledge2023.02 | 20.6 | — | — | — | — | — | — | 14.2 | 5.8 | |
| SKTexternal knowledge=with external knowledge2023.02 | 19.3 | — | — | — | — | — | — | 52 | 6.8 | |
| BART-base + Mergeexternal knowledge=without external knowledge2023.02 | 19.3 | — | — | — | — | — | — | 21.4 | 5.2 | |
| BART-base + KILMexternal knowledge=without external knowledge2023.02 | 19.3 | — | — | — | — | — | — | 21.5 | 5.2 | |
| BART-baseexternal knowledge=without external knowledge2023.02 | 18.7 | — | — | — | — | — | — | 17.1 | 4.9 | |
| Transformer+KI2022.05 | 12.84 | 10.69 | 2.85 | — | 5.66 | 18.68 | 35.18 | — | — | |
| BART-base2022.05 | 11.3 | 8.85 | 1.99 | — | 6.43 | 24.91 | 15.79 | — | — | |
| Transformer2022.05 | 11.29 | 6.83 | 2.02 | — | 1.95 | 4.44 | 83.69 | — | — | |
| BlenderBot2020.10 | — | 18.8 | 2.3 | 17.5 | — | — | — | — | — | |
| DialoGPT2020.10 | — | 8.6 | 0.1 | 5.9 | — | — | — | — | — | |
| DodecaGold knowledge usage=true2020.10 | — | 38.4 | 21 | 45.4 | — | — | — | — | — | |
| Multi-Modal BlenderBot2020.10 | — | 18.6 | 2.2 | 17.4 | — | — | — | — | — |