Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Re2G | 89.93 | No | Re2G: Retrieve, Rerank, Generate | 2022-07-13 | Code |
| 2 | KGI_1 | 87.24 | No | - | - | - |
| 3 | single ngram | 86.53 | No | - | - | - |
| 4 | Wikipedia | 84.46 | No | - | - | - |
| 5 | MetaRAG | 81.71 | No | - | - | - |
| 6 | KGI_0 (reupload) | 81.31 | No | - | - | - |
| 7 | RAG | 62.96 | No | - | - | - |
| 8 | BART + DPR | 62.76 | No | - | - | - |
| 9 | DensePhrases | 61.74 | No | Learning Dense Representations of Phrases at Scale | 2020-12-23 | Code |
| 10 | 10k | 61.74 | No | - | - | - |
| 11 | Sphere | 61.46 | No | - | - | - |
| 12 | Coop. DistilBert | 54.62 | No | - | - | - |
| 13 | T5-base | 50.61 | No | KILT: a Benchmark for Knowledge Intensive Langua... | 2020-09-04 | Code |
| 14 | BART | 49.24 | No | - | - | - |
| 15 | multi-task small | 25.81 | No | - | - | - |
| 16 | GENRE | 7.67 | No | - | - | - |
| 17 | JivBest | 2.04 | No | - | - | - |
| 18 | TABi | 0 | No | - | - | - |
| 19 | chriskuei | 0 | No | - | - | - |
| 20 | Multi-task DPR | 0 | No | - | - | - |