Automated Fact Checking in the News Room

04/03/2019
by   Sebastião Miranda, et al.
0

Fact checking is an essential task in journalism; its importance has been highlighted due to recently increased concerns and efforts in combating misinformation. In this paper, we present an automated fact-checking platform which given a claim, it retrieves relevant textual evidence from a document collection, predicts whether each piece of evidence supports or refutes the claim, and returns a final verdict. We describe the architecture of the system and the user interface, focusing on the choices made to improve its user-friendliness and transparency. We conduct a user study of the fact-checking platform in a journalistic setting: we integrated it with a collection of news articles and provide an evaluation of the platform using feedback from journalists in their workflow. We found that the predictions of our platform were correct 58% of the time, and 59% of the returned evidence was relevant.

READ FULL TEXT
research
09/23/2021

Automated Fact-Checking: A Survey

As online false information continues to grow, automated fact-checking h...
research
07/08/2019

CobWeb: A Research Prototype for Exploring User Bias in Political Fact-Checking

The effect of user bias in fact-checking has not been explored extensive...
research
10/21/2020

Fact-Checking at Scale with DimensionRank

The most important problem that has emerged after twenty years of popula...
research
07/28/2022

Claim-Dissector: An Interpretable Fact-Checking System with Joint Re-ranking and Veracity Prediction

We present Claim-Dissector: a novel latent variable model for fact-check...
research
01/26/2022

CsFEVER and CTKFacts: Czech Datasets for Fact Verification

In this paper, we present two Czech datasets for automated fact-checking...
research
02/25/2020

Concordance as evidence in the Watson for Oncology decision‑support system

Machine learning platforms have emerged as a new promissory technology t...
research
06/20/2018

Automated Fact Checking: Task formulations, methods and future directions

The recently increased focus on misinformation has stimulated research i...

Please sign up or login with your details

Forgot password? Click here to reset