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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
2 pp, exceeding MemSearch reader scaling (+10
https://tile.loc.gov/storage-services/media/recordedsound/RMconversions/lone_ranger.mp3
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https://arxiv.org/pdf/2608.02817
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https://tile.loc.gov/storage-services/media/recordedsound/Sacco-e-Vanzetti_Raoul-Romito.mp3
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https://arxiv.org/pdf/2006.01128
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https://tile.loc.gov/storage-services/media/recordedsound/Sugar-Foot-Stomp_Fletcher-Henderson.mp3
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https://dlmultimedia.esa.int/download/public/videos/2018/06/010/1806_010_AR_EN.mp4
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https://archive.org/download/SerwayJewettPhysicsForScientistsAndEngineersWithModernPhysics9ed/Serway%20%26%20Jewett%20-%20Physics%20for%20Scientists%20and%20Engineers%20with%20Modern%20Physics%209ed.epub
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https://cdn.kernel.org/pub/linux/kernel/v5.x/patch-5.15.221.xz
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https://svs.gsfc.nasa.gov/vis/a010000/a012900/a012963/Airglow_enamerica_iss_20120413HD.mp4
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https://dlmultimedia.esa.int/download/public/videos/2012/10/013/1210_013_AR_EN.mp4
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https://archive.org/download/patrie00mara/patrie00mara.epub
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https://science.nasa.gov/wp-content/uploads/2023/04/opo0929b-jpg.webp
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https://whc.unesco.org/document/125582
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https://svs.gsfc.nasa.gov/vis/a000000/a005000/a005049/phase_new.1933.tif
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https://dlmultimedia.esa.int/download/public/videos/2024/12/028/2412_028_AR_EN.mp4
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https://whc.unesco.org/document/104960
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https://svs.gsfc.nasa.gov/vis/a010000/a012900/a012963/Airglow_cupolacanada_iss_20120325HD.webm
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https://publicinput.com/Customer/File/Full/ae034e1f-7247-4cfb-a51b-4ac51333b7e7
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https://cdn.kernel.org/pub/linux/kernel/v5.x/linux-5.15.217.tar.xz
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https://www.nasa.gov/wp-content/uploads/2026/08/ksc-20260730-ph-as01-6583.webp
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https://cdn.kernel.org/pub/linux/kernel/v6.x/linux-6.12.108.tar.xz
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https://archive.org/download/SerwayJewettPhysicsForScientistsAndEngineersWithModernPhysics9ed/Serway%20%26%20Jewett%20-%20Physics%20for%20Scientists%20and%20Engineers%20with%20Modern%20Physics%209ed_jp2.tar
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https://www.hbs.edu/ris/Publication%20Files/2016-JSS%20Technical%20Debt_d793c712-5160-4aa9-8761-781b444cc75f.pdf
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https://cdn.who.int/media/images/default-source/ebola-drc/community-representatives-beni-ebola-congo-drc.tmb-1920v.jpg?sfvrsn=83f7502f_14%201920w
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https://cdn.britannica.com/13/145713-005-BA9E4D7D/instrumental-national-anthem-Indonesia.mp3
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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://science.nasa.gov/wp-content/uploads/2023/06/aph-jpg.webp
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https://whc.unesco.org/document/199708
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https://iris.who.int/server/api/core/bitstreams/3aa9d847-80d4-4029-84ac-430e281f12f8/content
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Sites: arxiv.org (3) · tile.loc.gov (3) · dlmultimedia.esa.int (3) · archive.org (3)