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Natural Language Inference with Self-Attention for Veracity Assessment of Pandemic Claims. (arXiv:2205.02596v1 [cs.CL])
cs.LG updates on arXiv.org arxiv.org
We present a comprehensive work on automated veracity assessment from dataset
creation to developing novel methods based on Natural Language Inference (NLI),
focusing on misinformation related to the COVID-19 pandemic. We first describe
the construction of the novel PANACEA dataset consisting of heterogeneous
claims on COVID-19 and their respective information sources. The dataset
construction includes work on retrieval techniques and similarity measurements
to ensure a unique set of claims. We then propose novel techniques for
automated veracity assessment based on …
arxiv attention inference language natural natural language pandemic self-attention