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• W3145033947 abstract "We propose a novel interpretable framework for cross-lingual content flagging, which significantly outperforms prior work both in terms of predictive performance and average inference time. The framework is based on a nearest-neighbour architecture and is interpretable by design. Moreover, it can easily adapt to new instances without the need to retrain it from scratch. Unlike prior work, (i) we encode not only the texts, but also the labels in the neighbourhood space (which yields better accuracy), and (ii) we use a bi-encoder instead of a cross-encoder (which saves computation time). Our evaluation results on ten different datasets for abusive language detection in eight languages shows sizable improvements over the state of the art, as well as a speed-up at inference time." @default.
• W3145033947 created "2021-04-13" @default.
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• W3145033947 date "2021-03-31" @default.
• W3145033947 modified "2023-09-27" @default.
• W3145033947 title "A Neighbourhood Framework for Resource-Lean Content Flagging." @default.
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• W3145033947 hasPublicationYear "2021" @default.
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