Zishan-Shao's picture
Move robustness low-rank checkpoints under robust/ and add docs
6197e5c
|
Raw
History Blame Contribute Delete
2.63 kB

Robustness Exp 4: Implementation Stability

Status:

  • Complete

Goal:

  • Check whether the method is robust to implementation path.
  • In the current study, the concrete axis is:
    • non-streaming whitening / recovery
    • streaming compression / aligned recovery

Source experiment:

Why this is complete:

  • Logs exist for all three ratios:
    • r0.8
    • r0.6
    • r0.4
  • And for all four variants:
    • nonstream/whitening_only
    • nonstream/fullseq_actlora
    • streaming/compression_only
    • streaming/recovery_aligned

Key r0.8 results:

path variant raw avg mixed7 wt2 ptb c4
nonstream whitening_only 48.56 52.83 13.98 14.31 27.23
nonstream fullseq_actlora 50.72 54.92 9.08 12.98 19.84
streaming compression_only 29.40 32.06 2298.77 883.79 2725.46
streaming recovery_aligned 38.14 40.72 15.48 35.38 51.52

Sources:

Conclusion:

  • The current method is not robust to replacing the non-streaming path with the current streaming path.
  • Non-streaming clearly dominates at r0.8, both before and after recovery.
  • This robustness axis is already answered strongly enough; no immediate rerun is needed unless the streaming implementation changes.

Recommended use in writeup:

  • Put this in the robustness section, not the core ablation section.
  • The main claim is implementation sensitivity:
    • current results depend strongly on the non-streaming path.