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Full-Text Articles in Physical Sciences and Mathematics
Fact-Checking Of Claims From The English Wikipedia Using Evidence In The Wild, Aalok Sathe
Fact-Checking Of Claims From The English Wikipedia Using Evidence In The Wild, Aalok Sathe
Honors Theses
Automated fact checking is a task in the domain of Natural Language Processing that deals with the verification of claims using evidence. Fact checking is becoming increasingly important as large amounts of human-generated information accumulate online. In the recent past, our society has witnessed large-scale spread of disinformation via the internet that has time and again led to noticeable disruptions in the fabric of society. Fact-checking would help mitigate the spread of disinformation by allowing large magnitudes of content to be automatically evaluated for disinformation. In this work, we construe and tackle multiple subtasks of fact checking using labeled data …
Bert Argues: How Attention Informs Argument Mining, Ting Chen
Bert Argues: How Attention Informs Argument Mining, Ting Chen
Honors Theses
Argument mining is the automatic identification and extraction of structure from argumentative language. Previous works have constrained the argument structure to forming strictly trees in order to utilize efficient tree-specific techniques. However, arguments in the wild are unlikely to exhibit this constrained structure. Given the recent trend of fine-tuning large pre-trained models to reach state of the art performance on a variety of Natural Language Processing (NLP) tasks, we look to leverage the power of these deep contextualized word embeddings towards the task of non-tree argument mining. In this paper, we introduce a new pipeline which utilizes pre-trained BERT based …