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Table 9), briefly summarized here: (1) Alternative retrievers (dense E5, dense BGE-M3, hybrid BM25++rerank, and temporal across 55 readers ×\times 33 seeds) all stay ≥61\geq 61 pp below the Qwen3-3232B Oracle cross-session reasoning ceiling of 93
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Abstract
We introduce Zep, a novel memory layer service for AI agents that outperforms the current state-of-the-art system, MemGPT, in the Deep Memory Retrieval (DMR) benchmark
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Introduction
The ability to reason over long contexts is increasingly important for large language models (LLMs), supporting applications such as long-document question answering (Gemini Team 2025; Yang et al
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Sandra Troxell-Smith, Lance Miller, Using natural history information for zoo animal management: a case study with okapi (Okapia johnstoni) , Journal of Zoo and Aquarium Research: Vol
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Como alguém o disse, o título faculta um meio de referir o texto, de o identificar, mas não se esgota nessa função, quanto às relações que estabelece com o texto
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