Bighead's Algorithm Notes

Mar 19, 2026 · Artificial Intelligence

How ASDA Generates Structured Financial Reasoning Skills for LLMs Without Fine‑Tuning

The ASDA framework automatically creates modular, version‑controlled financial‑reasoning skill files by iteratively analyzing student model failures, clustering errors, and injecting structured guidance, achieving up to a 17.33‑point boost on arithmetic tasks and a 5.95‑point boost on non‑arithmetic tasks in the FAMMA benchmark, far surpassing prior zero‑training methods such as GEPA and ACE.