Towards Robust Argumentative Essay Understanding via TIDE: An Interactive Framework with Trial and Debate

In three linesTIDE is a prompt optimization framework using a Trial and Debate mechanism to improve argumentative essay understanding. Evaluated on three tasks (Automated Essay Scoring, Argument Component Detection, Argument Relation Identification), it mitigates noisy training data impact and enhances optimization stability.

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