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Sandeep Suntwal

2 accepted papers

2021

Data and Model Distillation as a Solution for Domain-transferable Fact Verification

NAACL 2021long

While neural networks produce state-of-the-art performance in several NLP tasks, they generally depend heavily on lexicalized information, which transfer poorly between domains. We present a combination of two strategies to mitigate this dependence on lexicalized information in fact verification tas…

Cited by 6SourcePDFScholar
2021

Students Who Study Together Learn Better: On the Importance of Collective Knowledge Distillation for Domain Transfer in Fact Verification

EMNLP 2021main

While neural networks produce state-of-the- art performance in several NLP tasks, they generally depend heavily on lexicalized information, which transfer poorly between domains. Previous works have proposed delexicalization as a form of knowledge distillation to reduce the dependency on such lexica…

Cited by 0SourcePDFScholar