Adverse Drug Reactions (ADRs) are a major cause of injury or death among patients, and not all are detected before a drug's market release. Current post-marketing surveillance methods, which rely on voluntary reports, often fail to catch early signs of these adverse effects. This research aims to extract ADR reports from online healthcare forums to provide early indicators and enhance post-marketing drug surveillance.