Fixed RAG Compression project cover

Projects

Fixed RAG Compression

A fixed compression layer in a RAG pipeline collapses the reader-scaling trend that the uncompressed setup shows.

#RAG#Evaluation

Overview

Retrieval-augmented pipelines often compress retrieved context before it reaches the reader, with the compression budget held fixed across readers so the comparison stays controlled.

What we found

Fixing the budget removes the effect the comparison is meant to measure. Under an uncompressed pipeline, larger readers do better with more context; under a fixed compression layer, that trend flattens, so the measured benefit of a stronger reader is an artifact of where the compression budget was set.

Papers

Fixed RAG Compression Collapses Measured Reader Scaling S. Panthi, R. Abdelfattah · arXiv preprint · 2026 [LINK]

Write-ups

Evidence Compression Is Reader-Dependent Compressing retrieved evidence helps small reader models and is a coin flip for strong ones.