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The second Situated Interactive MultiModal Conversations (SIMMC 2.0) Challenge 2021 - Project focused on second task "Multimodal Coreference Resolution" and carried out as the dissertation for the MPhil in Machine Learning and Machine Intelligence at the University of Cambridge