Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Hindsight | 19.19 | No | - | - | - |
| 2 | Re2G | 18.9 | No | Re2G: Retrieve, Rerank, Generate | 2022-07-13 | Code |
| 3 | KGI | 18.57 | No | - | - | - |
| 4 | intersect | 18.34 | No | - | - | - |
| 5 | aa_evalai | 17.3 | No | - | - | - |
| 6 | Sphere | 17.28 | No | - | - | - |
| 7 | Wikipedia | 15.66 | No | - | - | - |
| 8 | BART + DPR | 15.19 | No | - | - | - |
| 9 | Multitask DPR + BART | 15.12 | No | - | - | - |
| 10 | bart-base | 14.82 | No | - | - | - |
| 11 | multi-task small | 13.75 | No | - | - | - |
| 12 | T5-base | 13.53 | No | KILT: a Benchmark for Knowledge Intensive Langua... | 2020-09-04 | Code |
| 13 | RAG | 13.11 | No | - | - | - |
| 14 | BART | 12.86 | No | - | - | - |
| 15 | Routing Transformer, c-REALM | 12.15 | No | - | - | - |
| 16 | TransMemNet | 11.85 | No | - | - | - |
| 17 | multitask | 3.09 | No | - | - | - |
| 18 | chriskuei | 0 | No | - | - | - |
| 19 | GENRE | 0 | No | - | - | - |
| 20 | TABi | 0 | No | - | - | - |
| 21 | Multi-task DPR | 0 | No | - | - | - |