Document is a "Costume" a Financial Statement Wears
This article is inspired by an article by Georg Philip Krog, Why AI Can’t Read Your Contracts — And What To Do About It , where he explained why artificial intelligence cannot read legal contracts. I am applying similar thinking to why artificial intelligence cannot read financial statements. The metaphor of a "costume" is excellent. Popular AI systems built on large language models (LLMs) face a fundamental limitation when confronted with something like a financial statement . LLMs can often extract and correctly summarize much of the information, say perhaps 87%. The key point is, it is never 100%. However, "much" or even "most" is not sufficient in a domain where precision is non negotiable. You never know which 13% is wrong, and that uncertainty makes the entire output unreliable. LLMs excel at the capability of predicting the next plausible word. That is their core competency. But interpreting a financial statement requires logical reasoning, not...