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Whether it is big or small, such a trade-off can exist as a similarity component in the loss changes

However, there is a possibility that the models tend to output more terms in this case to maintain informativeness of representations where cosine similarity only concerns angle, as different scales of scores with the same angle are indisti · 2009

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The Pre-Training Study of Expanded-SPLADE Models on Web Document Titles

cs.IR · 2026-05-02 · unverdicted · novelty 4.0

Pre-training Expanded-SPLADE models on general corpora with higher learning rates improves fine-tuned retrieval effectiveness under both normal and strict pruning, but increases retrieval cost and variance in postings list lengths.

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  • The Pre-Training Study of Expanded-SPLADE Models on Web Document Titles cs.IR · 2026-05-02 · unverdicted · none · ref 16

    Pre-training Expanded-SPLADE models on general corpora with higher learning rates improves fine-tuned retrieval effectiveness under both normal and strict pruning, but increases retrieval cost and variance in postings list lengths.