From Financial Sentiment Classification to Return Predictability: A QLoRA Benchmark of Large Language Models

Fusheng Luo

Financial sentiment classifiers are commonly evaluated against human labels, but strong linguistic performance does not necessarily imply economically useful return predictability.…