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models, such as Event-driven LSTM and TradingBERT, are increasingly used to extract signals by analyzing high-frequency data . ACCURATE FOREX SIGNALS
: A study on hourly EUR/USD directional forecasting achieved 58.5% mean out-of-sample accuracy , emphasizing that "temporal misalignment" between a signal and a trade often ruins profitability . Machine Learning Performance : AI responses may include mistakes
(University of Sydney): Investigates LSTM and pre-trained models like TradingBERT . such as Event-driven LSTM and TradingBERT
models have achieved ROI values as high as 334.24% on specific pairs like GBP/INR, with directional accuracy reaching up to 86.21% .