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This paper presents our strategies in SemEval 2020 Task 4: CommonsenseValidation and Explanation. We propose a novel way to search for evidence andchoose the different large-scale pre-trained models as the backbone for threesubtasks. The results show that our evidence-searching approach improves modelperformance on commonsense explanation task. Our team ranks 2nd in subtask Caccording to human evaluation score.

KaLM at SemEval-2020 Task 4: Knowledge-aware Language Models for Comprehension And Generation