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Showing 1 to 5 of 5 for “"fact verification"”.

  1. Neuro-symbolic fact verification

    Fact-checking, the process of assessing the veracity of claims, is a time-consuming task that can potentially take hours or days for a single claim, incentivising the development of computational methods to automate (parts of) the fact-checking process. This challenge has been instantiated in the …

    cambridge Repository record for Neuro-symbolic fact verification (opens in a new tab)

  2. Robust and Efficient Deep Learning for Misinformation Prevention

    … online. We focus on the task of automated fact verification where the veracity of a given claim is examined against external reliable sources. We analyze the desired specifications of fact verification systems and describe the need for efficiency when operating against large comprehensive …

    mit Repository record for Robust and Efficient Deep Learning for Misinformation Prevention (opens in a new tab)

  3. Evidence-based verification and correction of textual claims

    This thesis considers the task of fact-checking: predicting the veracity of claims made in written or spoken language using evidence. However, in previous task formulations, modelling assumptions ignore the requirement for systems to retrieve the necessary evidence. To better model how human …

    cambridge Repository record for Evidence-based verification and correction of textual claims (opens in a new tab)

  4. Structural Self-Supervised Objectives for Transformers

    … that our models achieve higher performance on Fact Verification, Answer Sentence Selection, and Summarization. We extensively evaluate our proposals on different benchmarks, revealing significant accuracy gains, particularly when annotation in the target dataset is limited. Notably, we achieve …

    trento Repository record for Structural Self-Supervised Objectives for Transformers (opens in a new tab)