Full-context and retrieval-based methods outperform hierarchical and incremental compression for large-scale multi-document summarization, though compression methods show strong intermediate information retention.
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Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches
Full-context and retrieval-based methods outperform hierarchical and incremental compression for large-scale multi-document summarization, though compression methods show strong intermediate information retention.