Relying solely on historical league data for same-day soccer forecasting inevitably produces skewed probabilities when key players are benched at the last minute. If our neural networks cannot dynamically adapt to immediate pre-match team sheets and sudden tactical announcements, the resulting forecast models will fail to reflect the actual tactical reality on the pitch.


