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Open access Oct 2026

TideKV: Delayed KV eviction via layer-wise chunked prefill for memory-efficient long-context LLM inference

Long-context large language model (LLM) inference is important for modern intelligent applications but remains constrained by peak memory during prompt prefill. Existing KV cache compression reduces decoding memory but typically requires full-prompt prefill to preserve global context, retaining a high construction peak...

Yu Wang, Zhu Wang, Ning Hu et al. · 0 citations
#natural language process... Preprint Sep 2026

ZooWork-ShopRanker: An Open, Preference-Aligned E-Commerce Reranker

Open rerankers trained for general web retrieval transfer imperfectly to e-commerce, where ranking decisions depend not only on topical relevance but also on user preferences, product constraints, and comparative product fit. These preference signals are difficult to supervise at scale: real search traffic provides aut...

Si-Qiao Xue, Shu-Xuan Liu, Ning Hu · 0 citations

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