Once combined with information retrieval, our model finally gets the answer "Marijus Adomaitis" while the annotated ground truth is "Ten Walls".
when backtracking the reasoning process in cognitive graph, we find that the model has already reached "Ten Walls" and answers with his real name, which is acceptable and even more accurate.