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| <img src="https://raw.githubusercontent.com/mempabench/mempabench/45dea87/docs/assets/hero.gif" alt="A robot agent holds its notebook about the user, where "Orders: just do it, don't ask" is circled in red, yet it raises a sign asking "Shall I proceed?". The user, shopping on a phone, face-palms and says "Just do it!""> | |
| <p><b>Can personal agents keep up with your interaction habits across contexts and over time?</b> MemPABench tests whether an agent's memory lets it learn when each user wants it to ask, confirm, or just act.</p> | |
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| <tr><td>Paper</td><td><a href="https://arxiv.org/abs/2610.30485" target="_blank">arXiv:2610.30485</a></td></tr> | |
| <tr><td>Code</td><td><a href="https://github.com/mempabench/mempabench" target="_blank">github.com/mempabench/mempabench</a></td></tr> | |
| <tr><td>Website</td><td><a href="https://mempabench.com" target="_blank">mempabench.com</a></td></tr> | |
| <tr><td>The four simulated users</td><td><a href="https://huggingface.co/datasets/mempabench/mempabench-personas" target="_blank">mempabench-personas</a></td></tr> | |
| <tr><td>The paper's runs</td><td><a href="https://huggingface.co/datasets/mempabench/mempabench-traces" target="_blank">mempabench-traces</a></td></tr> | |
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