Published June 7, 2026 | Version v1
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Context Window Size and Model Scale Effects on Retrieval-Augmented Generation Accuracy Degradation

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  • 1. https://assignee.net

Description

This report synthesises findings from 13 peer-reviewed papers addressing the following research question: How do context window limitations in 7B versus 70B models influence the degradation of generation accuracy when retrieved document counts exceed optimal thresholds in enterprise RAG pipelines. 9 claims were extracted from source literature; 9 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.5/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: How do context window limitations in 7B versus 70B models influence the degradation of generation accuracy when retrieved document counts exceed optimal thresholds in enterprise RAG pipelines?

Autonomous literature synthesis. Automated review score: 8.5/10. Full text and citation available at Assignee Research.

Notes

Machine-generated literature synthesis. Content is derived from peer-reviewed papers; see individual sources for authoritative data. Automated review score: 8.5/10. Published by Assignee Research (https://assignee.net).

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