| Paper | Code | KILT-AC | R-Prec | Recall@5 | Accuracy | F1 | KILT-F1 | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|---|
| []() | 73.2 | 97.99 | 99.34 | 74.63 | 79.66 | 78.12 | single ngram | ||
| []() | 72.31 | 98.49 | 99.23 | 72.55 | 77.05 | 76.69 | KGI_1 | ||
| []() | 71.1 | 95.81 | 96.64 | 71.61 | 76.6 | 75.86 | MetaRAG | ||
| []() | 68.32 | 94.18 | 95.19 | 68.97 | 74.47 | 73.45 | KGI_0 (reupload) | ||
| []() | 67.2 | 89.63 | 97.87 | 73.96 | 78.43 | 70.99 | Wikipedia | ||
| []() | 50.64 | 80.91 | 93.05 | 57.95 | 63.75 | 55.44 | Multitask DPR + BART | ||
| Learning Dense Representations of Phrases at Scale | ✓ Link | 41.34 | 57.43 | 60.47 | 47.42 | 54.75 | 46.79 | DensePhrases | 2020-12-23 |
| []() | 41.34 | 57.43 | 60.47 | 47.42 | 54.75 | 46.79 | 10k | ||
| []() | 36.83 | 53.73 | 59.52 | 44.74 | 49.95 | 39.91 | RAG | ||
| []() | 34.13 | 61.34 | 63.85 | 36.23 | 40.34 | 37.22 | Coop. Distil Bert | ||
| []() | 18.91 | 28.9 | 39.21 | 30.43 | 34.47 | 20.32 | BART + DPR | ||
| []() | 4.47 | 40.11 | 40.11 | 6.93 | 37.28 | 27.09 | BERT + DPR | ||
| []() | 0.0 | 98.27 | 98.89 | 0.0 | 0.0 | 0.0 | chriskuei | ||
| []() | 0.0 | 96.15 | 98.71 | 0.0 | 0.0 | 0.0 | TABi | ||
| []() | 0.0 | 95.81 | 97.83 | 0.02 | 2.1 | 1.85 | GENRE | ||
| []() | 0.0 | 80.91 | 93.05 | 0.0 | 0.0 | 0.0 | Multi-task DPR | ||
| []() | 0.0 | 0.0 | 0.0 | 36.55 | 44.94 | 0.0 | Sphere | ||
| []() | 0.0 | 0.0 | 0.0 | 11.22 | 16.79 | 0.0 | bart-base+ssm | ||
| []() | 0.0 | 0.0 | 0.0 | 9.14 | 12.21 | 0.0 | BART | ||
| KILT: a Benchmark for Knowledge Intensive Language Tasks | ✓ Link | 0.0 | 0.0 | 0.0 | 9.02 | 13.52 | 0.0 | T5-base | 2020-09-04 |
| []() | 0.0 | 0.0 | 0.0 | 3.38 | 10.44 | 0.0 | multi-task small |