Knowledge Graph Prediction on JerichoWorld 1.0 (val test)
48.31Zork1 ScoreQ*BERT (Question Answering)
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Q*BERT (Question Answering)Granularity=Token (Tok.), Metric Type=F12021.06 | 48.31 | — | — | 52.76 | 63.21 | 86.18 | 69.54 | 49.82 | 60.95 | 9.84 | 49.17 | 55.74 | |
| WorldformerGranularity=Token (Tok.), Metric Type=F12021.06 | 48.12 | — | — | 41.98 | 59.13 | 62.22 | 49 | 52.24 | 51.29 | 50.04 | 54.96 | 52.45 | |
| Q*BERT (Question Answering)Granularity=Token (Tok.), Metric Type=EM2021.06 | 43.93 | — | — | 49.78 | 60.28 | 85.81 | 65.02 | 49.44 | 57.58 | 9.31 | 48.98 | 53.58 | |
| WorldformerGranularity=Token (Tok.), Metric Type=EM2021.06 | 42.88 | — | — | 41.98 | 54.39 | 62.22 | 49 | 50.8 | 51.29 | 50.04 | 53.81 | 51.32 | |
| GATA-WGranularity=Token (Tok.), Metric Type=F12021.06 | 33.93 | — | — | 34.86 | 25.8 | 38.68 | 39.59 | 38.88 | 37.16 | 32.48 | 43.97 | 37.1 | |
| GATA-WGranularity=Token (Tok.), Metric Type=EM2021.06 | 33.09 | — | — | 33.88 | 25.64 | 34.64 | 37.71 | 35.81 | 35.94 | 32.48 | 40.89 | 35.31 | |
| GATA-WGranularity=Graph (Gr.), Metric Type=F12021.06 | 25.34 | — | — | 26.47 | 22.14 | 26.54 | 27.63 | 27 | 24.55 | 23.76 | 24.92 | 25.19 | |
| Q*BERT (Question Answering)Granularity=Graph (Gr.), Metric Type=F12021.06 | 24.88 | — | — | 31.46 | 36.23 | 41.85 | 30.12 | 26.26 | 46.74 | 4.66 | 39.86 | 35.48 | |
| Q*BERT (Question Answering)Granularity=Graph (Gr.), Metric Type=EM2021.06 | 24.56 | — | — | 29.14 | 34.45 | 41.22 | 28.96 | 22.17 | 41.44 | 4.42 | 36.84 | 32.79 | |
| WorldformerGranularity=Graph (Gr.), Metric Type=F12021.06 | 24.44 | — | — | 34.39 | 44.53 | 52.43 | 34.3 | 42.2 | 41.65 | 42.74 | 45.17 | 41.06 | |
| GATA-WGranularity=Graph (Gr.), Metric Type=EM2021.06 | 22.3 | — | — | 24.72 | 21.72 | 23.68 | 22.81 | 27 | 24.55 | 23.76 | 24.52 | 24.06 | |
| WorldformerGranularity=Graph (Gr.), Metric Type=EM2021.06 | 21.62 | — | — | 34.39 | 41.05 | 50.41 | 30 | 41.56 | 40.1 | 41.87 | 42.43 | 39.15 | |
| Seq2SeqGranularity=Token (Tok.), Metric Type=F12021.06 | 21.12 | — | — | 20.84 | 35.86 | 18.86 | 27.72 | 17.87 | 15.42 | 13.25 | 24.34 | 19.96 | |
| Seq2SeqGranularity=Token (Tok.), Metric Type=EM2021.06 | 18.01 | — | — | 20.26 | 35.86 | 17.6 | 25.48 | 17.19 | 14.8 | 13.25 | 22.48 | 18.8 | |
| Seq2SeqGranularity=Graph (Gr.), Metric Type=F12021.06 | 12.96 | — | — | 18.89 | 29.48 | 9.04 | 23.54 | 16.89 | 14.18 | 10.47 | 18.52 | 15.54 | |
| Seq2SeqGranularity=Graph (Gr.), Metric Type=EM2021.06 | 12.44 | — | — | 18.42 | 26.86 | 8.19 | 22.18 | 16.89 | 12.94 | 8.38 | 16.48 | 14.29 | |
| RulesGranularity=Token (Tok.), Metric Type=F12021.06 | 8.42 | — | — | 26.74 | 10.23 | 36.09 | 23.36 | 21.74 | 18.48 | 3.86 | 9.44 | 17.5 | |
| RulesGranularity=Token (Tok.), Metric Type=EM2021.06 | 6.08 | — | — | 10.33 | 7.51 | 32.53 | 16.48 | 14.4 | 14.47 | 3.34 | 7.42 | 13.08 | |
| RulesGranularity=Graph (Gr.), Metric Type=F12021.06 | 4.46 | — | — | 12.87 | 4.55 | 11.9 | 10.22 | 10.06 | 8.37 | 0.64 | 3.36 | 7.25 | |
| RulesGranularity=Graph (Gr.), Metric Type=EM2021.06 | 3.72 | — | — | 7.61 | 1.39 | 9.17 | 6.44 | 4.94 | 5.1 | 0.49 | 2.48 | 4.7 |