Mapping Text to Multiplex Graph: Prompt Compression as L'evy Walk-Guided Graph Pruning
The episode explores the paper 'Mapping Text to Multiplex Graph: Prompt Compression as Lévy Walk-Guided Graph Pruning,' which introduces RAGP. This method converts text into a multi-layered graph and uses Lévy walk-guided pruning to compress prompts. It outperforms existing methods on the LongBench benchmark and reduces inference costs by 18.3%.