While leveraging past reasoning trajectories can be beneficial for enhancing problem-solving abilities, there are several limitations and drawbacks to consider:
Limited Generalization: Past trajectories may not cover all possible scenarios, leading to limited generalization capabilities when faced with new or unseen problems.
Overfitting: Relying too heavily on specific past solutions may cause overfitting to those particular instances, reducing adaptability to variations of similar problems.
Bias Amplification: If the historical data contains biases or inaccuracies, these biases can be amplified when making decisions based on past reasoning trajectories.
Lack of Creativity: Excessive reliance on predefined paths from the state machine may hinder creativity and innovative problem-solving approaches that could lead to more optimal solutions.