Abstract: Highlights•We introduce situations and explore their explicit and implicit associations.•We propose a bidirectional filtering encoder to captures the explicit associations.•We propose a reasoning knowledge-based hypergraph neural network.•We propose a novel fine-tuning method to enhance the emotional understanding.
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