Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | single ngram | 79.66 | No | - | - | - |
| 2 | Wikipedia | 78.43 | No | - | - | - |
| 3 | KGI_1 | 77.05 | No | - | - | - |
| 4 | MetaRAG | 76.6 | No | - | - | - |
| 5 | KGI_0 (reupload) | 74.47 | No | - | - | - |
| 6 | Multitask DPR + BART | 63.75 | No | - | - | - |
| 7 | DensePhrases | 54.75 | No | Learning Dense Representations of Phrases at Scale | 2020-12-23 | Code |
| 8 | 10k | 54.75 | No | - | - | - |
| 9 | RAG | 49.95 | No | - | - | - |
| 10 | Sphere | 44.94 | No | - | - | - |
| 11 | Coop. Distil Bert | 40.34 | No | - | - | - |
| 12 | BERT + DPR | 37.28 | No | - | - | - |
| 13 | BART + DPR | 34.47 | No | - | - | - |
| 14 | bart-base+ssm | 16.79 | No | - | - | - |
| 15 | T5-base | 13.52 | No | KILT: a Benchmark for Knowledge Intensive Langua... | 2020-09-04 | Code |
| 16 | BART | 12.21 | No | - | - | - |
| 17 | multi-task small | 10.44 | No | - | - | - |
| 18 | GENRE | 2.1 | No | - | - | - |
| 19 | chriskuei | 0 | No | - | - | - |
| 20 | TABi | 0 | No | - | - | - |
| 21 | Multi-task DPR | 0 | No | - | - | - |