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In this paper, we present the participation of the bigIR team at Qatar University in the TREC Deep Learning 2020 track. We participated in both document and passage retrieval tasks, and each of its subtasks, full ranking and reranking. As it is our first participation in the track, our primary goal is to experiment with the latest approaches and pre-trained models for both tasks. We used Anserini IR toolkit for indexing and retrieval, and experimented with different techniques for passagedblp:conf/trec/HaouariEE20 fatcat:5qyii2ukvzee7bbzbqt7pfznza