| Paper | Code | KILT-AC | R-Prec | Recall@5 | Accuracy | F1 | KILT-F1 | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|---|
| Re2G: Retrieve, Rerank, Generate | ✓ Link | 75.84 | 80.7 | 89.0 | 87.68 | 89.93 | 77.05 | Re2G | 2022-07-13 |
| []() | 69.14 | 74.36 | 83.14 | 84.36 | 87.24 | 70.58 | KGI_1 | ||
| []() | 64.64 | 75.64 | 87.57 | 81.34 | 84.46 | 66.64 | Wikipedia | ||
| []() | 61.88 | 66.36 | 76.24 | 78.66 | 81.71 | 63.09 | MetaRAG | ||
| []() | 60.08 | 67.8 | 81.52 | 83.72 | 86.53 | 61.72 | single ngram | ||
| []() | 55.54 | 59.7 | 70.38 | 77.9 | 81.31 | 56.79 | KGI_0 (reupload) | ||
| []() | 36.68 | 48.08 | 51.86 | 49.04 | 54.62 | 39.57 | Coop. DistilBert | ||
| Learning Dense Representations of Phrases at Scale | ✓ Link | 27.84 | 37.62 | 40.07 | 53.9 | 61.74 | 32.34 | DensePhrases | 2020-12-23 |
| []() | 27.84 | 37.62 | 40.07 | 53.9 | 61.74 | 32.34 | 10k | ||
| []() | 23.12 | 28.68 | 33.04 | 59.2 | 62.96 | 23.94 | RAG | ||
| []() | 11.12 | 13.26 | 17.04 | 59.16 | 62.76 | 11.41 | BART + DPR | ||
| []() | 0.04 | 79.42 | 85.33 | 0.1 | 7.67 | 6.66 | GENRE | ||
| []() | 0.0 | 81.9 | 89.36 | 0.0 | 0.0 | 0.0 | TABi | ||
| []() | 0.0 | 79.98 | 85.75 | 0.0 | 0.0 | 0.0 | chriskuei | ||
| []() | 0.0 | 69.46 | 83.88 | 0.0 | 0.0 | 0.0 | Multi-task DPR | ||
| []() | 0.0 | 0.0 | 0.0 | 57.02 | 61.46 | 0.0 | Sphere | ||
| []() | 0.0 | 0.0 | 0.0 | 45.06 | 49.24 | 0.0 | BART | ||
| KILT: a Benchmark for Knowledge Intensive Language Tasks | ✓ Link | 0.0 | 0.0 | 0.0 | 43.56 | 50.61 | 0.0 | T5-base | 2020-09-04 |
| []() | 0.0 | 0.0 | 0.0 | 19.3 | 25.81 | 0.0 | multi-task small | ||
| []() | 0.0 | 0.0 | 0.0 | 0.02 | 2.04 | 0.0 | JivBest |