What's in a Name? Are BERT Named Entity Representations just as Good for any other Name?

WS 2020 Sriram BalasubramanianNaman JainGaurav JindalAbhijeet AwasthiSunita Sarawagi

We evaluate named entity representations of BERT-based NLP models by investigating their robustness to replacements from the same typed class in the input. We highlight that on several tasks while such perturbations are natural, state of the art trained models are surprisingly brittle... (read more)

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