G2C generates draft quads then applies a single-shot sequence-level corrector trained on LLM-synthesized error patterns to outperform linear decoding baselines on Rest15 and Rest16.
SemEval-2015 task 12: Aspect based sentiment anal- ysis,
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Generate Then Correct: Single Shot Global Correction for Aspect Sentiment Quad Prediction
G2C generates draft quads then applies a single-shot sequence-level corrector trained on LLM-synthesized error patterns to outperform linear decoding baselines on Rest15 and Rest16.