The present invention provides a new approach to extracting question-answer pairs from online forums. The system develops a classification-based technique to discover questions in forums using sequential patterns automatically extracted from both questions and non-question sentences in forums as features. Once the questions are discovered, the system discovers the answers. The invention includes a graph-based method is that it is complementary with supervised methods for knowledge extraction, and techniques for question answering.