FPC

Function Preservation Control with MEQA and Probe-Guided Counter Signals

Japanese version:

• README.ja.md

This is the GitHub-facing entry point for the public fpc/ bundle.

If you want the shortest path through the material:

1. run scripts/run_public_baseline_vs_best.py
2. read docs/README.md
3. inspect figures/recommended_comparison.png
4. inspect figures/cyclic_highcap_comparison.png

What Is In This Bundle

This bundle is organized in three layers:

1. Run
   • only two runnable public Python scripts
2. Explain
   • public README and technical specification
3. Show
   • figures and tables with the main results

Public Entry Points

• scripts/run_public_baseline_vs_best.py
  • compares a plain MHA baseline against the current best public branch
• scripts/run_highcap_cyclic_best.py
  • reproduces the current best highcap cyclic branch

Both scripts are standalone relative to the research repo:

• they do not import the main research runners
• they depend mainly on Python standard library and torch

Where To Read Next

• public overview: docs/README.md
• Japanese public overview: docs/README.ja.md
• technical specification: docs/COUNTER_GRADIENT_SYSTEM_SPEC.md
• Japanese technical specification: docs/COUNTER_GRADIENT_SYSTEM_SPEC.ja.md
• file index: FILES.md
• Japanese file index: FILES.ja.md

Current Best Public Branch

• MEQA + multi-probe token_lm_head counter + token-side margin

This branch is the strongest public highcap cyclic line in the included comparisons.

License

This public bundle is released under the MIT License.