Outline: - Fact checking – what is it and why do we need it? - False information online - Content-based automatic fact checking - Explainability – what is it and why do we need it? - Making the right predictions for the right reasons - Model training pipeline - Explainable fact checking – some first solutions - Rationale selection - Generating free-text explanations - Wrap-up