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Shiping Ge

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#natural language process... Preprint Sep 2026

Selecting What Matters: Semantic Compression-Guided Selective Pooling for Long-Context Embeddings

Large language models (LLMs) have shown strong potential as training-free text encoders for long-context embeddings. Existing approaches primarily improve information flow under causal attention and typically construct embeddings by uniformly averaging all token representations. However, for long documents, such mean p...

Zi-Feng Cheng, Jie Zheng, Zhiwei Jiang et al. · 0 citations

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