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News/Beyond Downstream QA: Rethinking How We Evaluate Agent Memory
arxiv
PublishedOctober 16, 2026 at 4:00 AM

Beyond Downstream QA: Rethinking How We Evaluate Agent Memory

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arXiv:2610.22209v1 Announce Type: cross Abstract: Agent memory benchmarks evaluate whether an agent's responses reflect correct knowledge, measuring downstream question-answering accuracy as a proxy for memory quality. We show this evaluation paradigm is incomplete: it conflates memory correctness w

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