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Large Language Model based Long-tail Query Rewriting in Taobao Search fine tuning (SFT), ofline feedback, and objective alignment We first construct a rewriting dataset based on rejection sampling and auxiliary tasks mixing to fine-tune our large language model (LLM) in a supervised fashion Subsequently, with the well-trained LLM, we employ beam search to generate multiple candidate rewrites, and feed them into Taobao ofline system to obtain the partial order