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Sliding Window Attention Window Sizes and Pass@K Performance in Long-Context Code Generation

Authors: Assignee Research;

Sliding Window Attention Window Sizes and Pass@K Performance in Long-Context Code Generation

Abstract

This report synthesises findings from 12 peer-reviewed papers addressing the following research question: What is the correlation between window size configurations in sliding window attention and pass@k scores on long-context code generation tasks. 11 claims were extracted from source literature; 10 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.8/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: What is the correlation between window size configurations in sliding window attention and pass@k scores on long-context code generation tasks?Autonomous literature synthesis. Automated review score: 8.8/10. Full text and citation available at Assignee Research.

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