Context-Aware Representations for Knowledge Base Relation Extraction

We demonstrate that for sentence-level relation extraction it is beneficial to consider other relations in the sentential context while predicting the target relation. Our architecture uses an LSTM-based encoder to jointly learn representations for all relations in a single sentence... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK BENCHMARK
Relation Extraction Wikipedia-Wikidata relations ContextAtt Error rate 0.1590 # 1

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