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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
from the top result below
https://arxiv.org/html/2608.02613v1
We evaluate five open-weight readers with Vanilla context, BM25-RAG, Oracle retrieval, Memobase, and MemSearch as memory backends
https://arxiv.org/list/cs.CL/new
We evaluate five open-weight readers with Vanilla context, BM25-RAG, Oracle retrieval, Memobase, and MemSearch as memory backends
https://en.wikipedia.org/wiki/Information_retrieval
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https://arxiv.org/html/2501.13956v1
com
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
https://en.wikipedia.org/wiki/Wild_boar
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https://en.wikipedia.org/wiki/Temperatures
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https://tile.loc.gov/storage-services/media/recordedsound/Manuelita_Loveys-Trinidad-String-Band.mp3
com
https://sci.esa.int/documents/33220/35293/Euclid_artist_impression_20190902_11.png/80a2818d-ce07-62ff-c9a4-df8923b9d462?version=1.0&t=1569513520487&download=true
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https://whc.unesco.org/document/197753
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https://tile.loc.gov/storage-services/media/recordedsound/Sacco-e-Vanzetti_Raoul-Romito.mp3
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Sites: arxiv.org (3) · en.wikipedia.org (3) · tile.loc.gov (3) · whc.unesco.org (3)