What are the potential causes of this ValueError beyond incorrect method specification?

While the most common cause is an invalid method, the error could sometimes occur due to unexpected data format or inconsistencies. Ensure your target variable is a multi-class array/series compatible with scikit-learn's multi-class handling. Double-check the data types and shape of your features and target.