Metric: ROUGE-L (higher is better)
| # | Model↕ | ROUGE-L▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Hindsight | 17.06 | No | - | - | - |
| 2 | Re2G | 16.76 | No | Re2G: Retrieve, Rerank, Generate | 2022-07-13 | Code |
| 3 | intersect | 16.65 | No | - | - | - |
| 4 | KGI | 16.36 | No | - | - | - |
| 5 | aa_evalai | 15.93 | No | - | - | - |
| 6 | Sphere | 15.71 | No | - | - | - |
| 7 | Wikipedia | 13.94 | No | - | - | - |
| 8 | bart-base | 13.35 | No | - | - | - |
| 9 | Multitask DPR + BART | 13.27 | No | - | - | - |
| 10 | BART + DPR | 13.23 | No | - | - | - |
| 11 | multi-task small | 12.81 | No | - | - | - |
| 12 | T5-base | 12.4 | No | KILT: a Benchmark for Knowledge Intensive Langua... | 2020-09-04 | Code |
| 13 | BART | 11.77 | No | - | - | - |
| 14 | RAG | 11.57 | No | - | - | - |
| 15 | Routing Transformer, c-REALM | 11.42 | No | - | - | - |
| 16 | TransMemNet | 10.11 | No | - | - | - |
| 17 | multitask | 2.92 | No | - | - | - |
| 18 | chriskuei | 0 | No | - | - | - |
| 19 | GENRE | 0 | No | - | - | - |
| 20 | TABi | 0 | No | - | - | - |
| 21 | Multi-task DPR | 0 | No | - | - | - |