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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://en.wikipedia.org/wiki/De_Havilland_Venom
>{{cite web |last=Gobel |first= Greg |url=https://www
https://en.wikipedia.org/wiki/Camel
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https://en.wikipedia.org/wiki/Jews
Pergola |editor3-last=Sheskin |editor3-first=Ira |date=2021 |title=World Jewish Population |url=https://www
https://tile.loc.gov/storage-services/media/recordedsound/they-look-like-men-of-war.mp3
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https://arxiv.org/src/2303.12712
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https://arxiv.org/pdf/2303.12712v5
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https://svs.gsfc.nasa.gov/vis/a010000/a012900/a012963/Airglow_cupolacanada_iss_20120325HD.mp4
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https://whc.unesco.org/document/104960
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https://web.archive.org/web/20160624155020/http://www.one.gob.do/Multimedia/Download?ObjId=7709
https://svs.gsfc.nasa.gov/vis/a010000/a012900/a012963/Airglow_enamerica_iss_20120413HD.mp4
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https://tile.loc.gov/storage-services/media/recordedsound/Come-Down-Ma-Evenin-Star_Lillian-Russell.mp3
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https://dlmultimedia.esa.int/download/public/videos/0000/00/330/0000_330_AR_EN.mp4
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https://cdn.kernel.org/pub/linux/kernel/v6.x/linux-6.12.108.tar.xz
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https://whc.unesco.org/document/178172
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https://whc.unesco.org/fr/list/xlsx/?2024
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https://svs.gsfc.nasa.gov/vis/a010000/a012400/a012412/12412_Eclipse_Path_Narrated_Master_appletv.m4v
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https://cdn.kernel.org/pub/linux/kernel/v6.x/patch-6.12.110.xz
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https://dlmultimedia.esa.int/download/public/videos/2025/08/011/2508_011_AR_EN.mp4
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https://news.un.org/feed/download/1142710/zh/sites/default/files/audio/2026/08/weekly20260828.mp3
https://dlmultimedia.esa.int/download/public/videos/2021/08/031/2108_031_AR_EN.mp4
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https://news.un.org/feed/download/1541845/es/sites/default/files/audio/2026/08/inteligencia-artificial_0.mp3
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https://archive.org/download/bub_gb_QCdRAAAAcAAJ/bub_gb_QCdRAAAAcAAJ_abbyy.gz
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https://dx.doi.org/10.5067/DOCUM-AQR04
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Sites: arxiv.org (3) · en.wikipedia.org (3) · svs.gsfc.nasa.gov (3) · whc.unesco.org (3)