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HF-SID restores critical geographic and numerical fidelity in Semantic IDs, enabling more accurate generative retrieval in Location-Based Services without increasing identifier length.
LLMs, like humans, exhibit a "frequency bias," performing better when prompted and fine-tuned with more common textual expressions.
