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Measuring the coherence of text is a significant aspect of assessing the quality of prepared content. Recent advancements in neural coherence modeling have demonstrated their efficacy in capturing entity coreference and discourse relations, thereby maximizing coherence analysis.Analyzing the coherence of text needs the evaluator to differentiate in