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. Previous research has primarily focused on Temporal Sensitive Question Answering (TSQA)%2C often overlooking the unpredictable nature of future events. In real-world applications%2C it's crucial for models to continually acquire knowledge over time%2C rather than relying on a static%2C complete dataset. Our paper investigates strategies that enable models to adapt to the ever-evolving information landscape%2C thereby addressing the challenges inherent in CLTSQA. To support our research%2C we first create a novel dataset%2C divided into five subsets%2C designed specifically for various stages of continual learning. We then propose a training framework for CLTSQA that integrates temporal memory replay and temporal contrastive learning. Our experimental results highlight two significant insights: First%2C the CLTSQA task introduces unique challenges for existing models. Second%2C our proposed framework effectively navigates these challenges%2C resulting in improved performance.?quality=80&w=800)
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