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cs.IR 1

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2026 1

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Layer-wise Token Compression for Efficient Document Reranking

cs.IR · 2026-05-20 · unverdicted · novelty 7.0 · 2 refs

Layer-wise Token Compression applies adaptive token pooling at middle transformer layers for cross-encoder rerankers, preserving MS MARCO ranking quality while raising QPS up to 25% on passages and 116% on documents, with added gains on listwise LLM rerankers and a regularizer effect for long inputs

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  • Layer-wise Token Compression for Efficient Document Reranking cs.IR · 2026-05-20 · unverdicted · none · ref 43 · 2 links

    Layer-wise Token Compression applies adaptive token pooling at middle transformer layers for cross-encoder rerankers, preserving MS MARCO ranking quality while raising QPS up to 25% on passages and 116% on documents, with added gains on listwise LLM rerankers and a regularizer effect for long inputs