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  > **Paper:** [According to Me: Long-Term Personalized Referential Memory QA](https://arxiv.org/abs/2603.01990)
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  ## Overview
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  Existing long-term memory benchmarks focus primarily on dialogue history, failing to capture realistic personalized references grounded in lived experience. ATM-Bench addresses this gap with:
 
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  > **Paper:** [According to Me: Long-Term Personalized Referential Memory QA](https://arxiv.org/abs/2603.01990)
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+ ![ATM-Bench Overview](ATM-Bench-Demo.png)
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  ## Overview
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  Existing long-term memory benchmarks focus primarily on dialogue history, failing to capture realistic personalized references grounded in lived experience. ATM-Bench addresses this gap with: