Four different frameworks exist for labeling sentences with appropriate relations:
- single-instance single-label (SISL)
- multi-instance single-label (MISL)
- single-instance multi-label (SIML)
- multi-instance multi-label (MIML)

University of Michigan - Ann Arbor

Distant supervision aligns triples in a related knowledge graph with the sentences in input text, in order to automatically generate training data. Distant supervision assumes the responsibility to determine which sentence supports which relation and to what degree it expresses the relation of interest.

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