FlowKV and SmoothEvict Memory-Accuracy Trade-offs at 500K-Token Scale in Llama-3-70B

This report synthesises findings from 4 peer-reviewed papers addressing the following research question: How does the trade-off between memory efficiency and accuracy compare between FlowKV and SmoothEvict when scaling to 500K+ tokens on Llama-3-70B across diverse LongBench tasks. 11 claims were extracted from source literature; 11 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.7/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: How does the trade-off between memory efficiency and accuracy compare between FlowKV and SmoothEvict when scaling to 500K+ tokens on Llama-3-70B across diverse LongBench tasks?

Autonomous literature synthesis. Automated review score: 8.7/10. Full text and citation available at Assignee Research.