Considering the example in Table 1, existing context-based models may assign a higher score to the negative answer than the positive answer, since the negative answer is more similar to the given question at word level.
with the background knowledge, we can correctly identify the positive answer based on the relative facts contained in the knowledge base (KB) such as (Dumbledore, played by, Michael Gambon), (Michael Gambon, cast in, Harry Potter).