Abstract: Highlights•Proposing Disentanglement Translation Network for multimodal sentiment analysis.•Devising a two-step translation to achieve more unified cross-modal distribution.•Proposing Slack Reconstruction to impose a more relaxed but effective constraint.•Leveraging multiple samples and considering sample difficulties for reconstruction.•Outperforming baseline methods on two widely-used datasets.
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