Papers with retrieval-augmentation of language models

1 papers
NNOSE: Nearest Neighbor Occupational Skill Extraction (2024.eacl-long)

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Challenge: a new method for extracting occupational skills from text is needed to overcome the scarcity of skills across datasets.
Approach: They propose a method that leverages multiple datasets to extract occupational skills from text . they propose NNOSE to extract neighboring skills from other datasets .
Outcome: The proposed method improves infrequent skill extraction without additional fine-tuning.

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