Before revision: LSTMs promise much to financial time-series analysis, temporal and cross-sectional inference, but we find  they do not deliver in a real-world financial management task.
After revision: LSTMs promise much to financial time-series analysis, temporal and cross-sectional inference, but we find that they do not deliver in a real-world financial management task.