Semi-decidability refers to the property of a decision problem where an algorithm can correctly identify instances for which the answer is 'yes,' but may run indefinitely without providing an answer for 'no' instances. This concept is crucial in computability theory, highlighting the limitations of algorithmic problem-solving, especially in distinguishing between decidable and undecidable problems.