Autoregressive Entity Retrieval

Entities are at the center of how we represent and aggregate knowledge. For instance, Encyclopedias such as Wikipedia are structured by entities (e.g., one per Wikipedia article)... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK BENCHMARK
Entity Disambiguation ACE2004 GENRE Micro-F1 90.1 # 3
Entity Disambiguation AIDA-CoNLL GENRE In-KB Accuracy 93.3 # 7
Entity Disambiguation AQUAINT GENRE Micro-F1 89.9 # 3
Entity Linking Derczynski GENRE Micro-F1 54.1 # 1
Entity Linking KILT: AIDA-YAGO2 GENRE KILT-AC 89.85 # 1
R-Prec 89.85 # 1
Recall@5 94.76 # 1
Accuracy 89.85 # 1
Entity Linking KILT: WNED-CWEB GENRE KILT-AC 71.22 # 1
R-Prec 71.22 # 1
Recall@5 79.22 # 2
Accuracy 71.22 # 1
Entity Linking KILT: WNED-WIKI GENRE KILT-AC 87.44 # 1
R-Prec 87.44 # 1
Recall@5 94.91 # 1
Accuracy 87.44 # 1
Entity Disambiguation MSNBC GENRE Micro-F1 94.3 # 2
Entity Linking MSNBC GENRE Micro-F1 73.7 # 1
Entity Disambiguation WNED-CWEB GENRE Micro-F1 77.3 # 3
Entity Disambiguation WNED-WIKI GENRE Micro-F1 87.4 # 2

Methods used in the Paper


METHOD TYPE
Softmax
Output Functions