A solution to the look-ahead bias problem with LLMs is to develop a specific accounting taxonomy and apply NLP techniques carefully to maintain temporal integrity in backtesting.

normativepending

Speaker

Jacob Pizor

Evidence Quote

I think there needs to be a a specific accounting taxonomy and applying NLP techniques

Source

Redefining Value Investing in a Magnificent Seven Dominated World | Jacob PozharnyExcess Returns
Created: 8/11/2026, 7:46:05 AM

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