| Paper | Code | KILT-EM | R-Prec | Recall@5 | EM | F1 | KILT-F1 | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|---|
| Re2G: Retrieve, Rerank, Generate | ✓ Link | 43.56 | 70.78 | 76.63 | 51.73 | 60.97 | 49.8 | Re2G | 2022-07-13 |
| []() | 38.78 | 63.16 | 68.19 | 53.74 | 62.24 | 44.4 | intersect | ||
| []() | 36.36 | 63.71 | 70.17 | 45.22 | 53.38 | 41.83 | KGI_0 | ||
| []() | 35.32 | 59.83 | 71.17 | 51.59 | 60.83 | 40.73 | Wikipedia | ||
| []() | 32.69 | 59.49 | 67.06 | 44.39 | 52.35 | 37.91 | RAG | ||
| []() | 31.99 | 60.66 | 46.79 | 38.64 | 47.09 | 37.58 | BERT + DPR | ||
| []() | 30.06 | 54.29 | 65.52 | 41.27 | 49.54 | 34.72 | BART + DPR | ||
| []() | 29.09 | 59.42 | 68.24 | 39.75 | 48.43 | 34.7 | Multitask DPR + BART | ||
| []() | 0.0 | 62.6 | 64.95 | 0.0 | 0.0 | 0.0 | TABi | ||
| []() | 0.0 | 60.32 | 61.21 | 0.0 | 0.0 | 0.0 | chriskuei | ||
| []() | 0.0 | 60.25 | 61.36 | 0.0 | 0.0 | 0.0 | GENRE | ||
| []() | 0.0 | 59.42 | 68.24 | 0.0 | 0.0 | 0.0 | Multi-task DPR | ||
| []() | 0.0 | 0.0 | 0.0 | 46.05 | 56.57 | 0.0 | Sphere | ||
| []() | 0.0 | 0.0 | 0.0 | 21.75 | 28.69 | 0.0 | BART | ||
| KILT: a Benchmark for Knowledge Intensive Language Tasks | ✓ Link | 0.0 | 0.0 | 0.0 | 19.6 | 27.73 | 0.0 | T5-base | 2020-09-04 |
| []() | 0.0 | 0.0 | 0.0 | 0.35 | 3.72 | 0.0 | multi-task small |