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Bighead's Algorithm Notes
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.

ASDALLM adaptationbenchmark FAMMA
0 likes · 22 min read
How ASDA Generates Structured Financial Reasoning Skills for LLMs Without Fine‑Tuning
Baidu Geek Talk
Baidu Geek Talk
Dec 25, 2024 · Industry Insights

How to Build a Multimodal Web Page Model for the LLM Era

This article examines the unique multimodal and multi‑granular nature of web pages, compares fusion strategies, proposes a cross‑modal attention approach, outlines fine‑ and coarse‑grained pre‑training tasks, and explores low‑cost adaptor methods for adapting large multimodal models to web‑page modeling in the LLM era.

AIHTMLLLM adaptation
0 likes · 10 min read
How to Build a Multimodal Web Page Model for the LLM Era