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SotA/Knowledge Base/Entity Alignment

Entity Alignment

19 benchmarks190 papers

Entity Alignment is the task of finding entities in two knowledge bases that refer to the same real-world object. It plays a vital role in automatically integrating multiple knowledge bases.
Note: results that have incorporated machine translated entity names (introduced in the RDGCN paper) or pre-alignment name embeddings are considered to have used extra training labels (both are marked with "Extra Training Data" in the leaderboard) and are not adhere to a comparable setting with others that have followed the original setting of the benchmark.

<span class="description-source">Source: Cross-lingual Entity Alignment via Joint Attribute-Preserving Embedding </span>

The task of entity alignment is related to the task of entity resolution which focuses on matching structured entity descriptions in different contexts.

Benchmarks

Entity Alignment on DBP15k zh-en

Hits@1

Entity Alignment on dbp15k fr-en

Hits@1

Entity Alignment on dbp15k ja-en

Hits@1

Entity Alignment on UMVM-dbp-fr-en

Hits@1

Entity Alignment on UMVM-dbp-ja-en

Hits@1

Entity Alignment on UMVM-dbp-zh-en

Hits@1

Entity Alignment on UMVM-oea-d-w-v1

Hits@1

Entity Alignment on UMVM-oea-en-de

Hits@1

Entity Alignment on UMVM-oea-en-fr

Hits@1

Entity Alignment on UMVM-oea-d-w-v2

Hits@1

Entity Alignment on FBDB15k

Hits@1

Entity Alignment on FBYG15k

Hits@1

Entity Alignment on DBP1M DE-EN

Hit@1

Entity Alignment on DICEWS-1K

Hit@1

Entity Alignment on YAGO-WIKI50K

Hit@1

Entity Alignment on DBP1M FR-EN

Hit@1

Entity Alignment on DBP2.0 zh-en

dangling entity detection F1Entity Alignment (Consolidated) F1

Entity Alignment on MMKG

H@1