Abstract: Highlights•We propose a prompt-based method to identify event relations.•Our method integrates contextual features to update dynamic prefixes.•Our approach redesigns the loss function to control the guiding effect of prefixes.•Experimental results demonstrate the significantly superior effectiveness of our method.
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