Time-MQA enables natural language interactions with time series data across multiple analytical tasks, transforming how we extract insights from temporal information.

• Unifies numerical analysis and open-ended reasoning in a single framework
• Supports natural language queries across diverse time series tasks
• Enhances context understanding for more accurate analysis
• Creates a foundation for advanced time series applications in healthcare and finance

Healthcare Impact: By allowing medical professionals to query patient monitoring data, treatment outcomes, and vital sign patterns through natural language, Time-MQA can accelerate clinical insights and improve patient care decisions.

Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement