Open Source Python Models

Seen alot of open source models on sites like papers with code, arxiv, JSTOR etc. that have decent accuracy and f1 score for stock price prediction. Are these models typically junk? Fairly reputable authors (professors at Universities, professionals, etc.) If the model truly works, why do they make it open source?

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