NLP
2 research pieces on “NLP” — quoted word-for-word from the filing, with a link back to the source
No Executive Ever Types 'The Company Is In Trouble' — Why Ctrl+F Has Always Lost Retail the Trade
No Executive Ever Types 'The Company Is In Trouble' — Why Ctrl+F Has Always Lost Retail the Trade
Management never writes 'we are short of liquidity.' They write 'prudent cash flow management.' Retail investors hitting Ctrl+F for the literal words lose before they start. This piece opens up the semantic search machinery institutions use to decode meaning instead of characters, with three real Thai listed companies the system surfaced without a single matching character.
Banks catch bad debt before the statements admit it — the same craft that catches a rotten stock
I Built an NLP Bad-Debt Early Warning System for a Bank — the Lessons Retail Can Use on Stocks Today
The first NLP early warning system I built inside a bank (WangchanBERTa) read text to catch credit signals before the numbers admitted anything. The lessons on lagging indicators, target leakage, SHAP and false positives map almost one-for-one onto the problem facing fundamental investors who have to read hundreds of pages of Form 56-1 to find the rot.