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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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https://arxiv.org/html/2608.02613v1
2 pp, exceeding MemSearch reader scaling (+10
https://en.wikipedia.org/wiki/Camel
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https://en.wikipedia.org/wiki/PetaFLOPS
pdf#page=7 |title=A New x86 Core Architecture for the Next Generation of Computing |author=Mike Clark |date=August 23, 2016 |publisher=AMD |conference=HotChips 28 |access-date=October 8, 2017 |archive-date=July 31, 2020 |archive-url=https://web
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https://www.nature.com/articles/s41586-026-11030-4
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https://arxiv.org/html/2501.13956v1
2 Knowledge Graph Construction
2.1 Episodes
2.2 Semantic Entities and Facts
2.2.1 Entities
2.2.2 Facts
2.2.3 Temporal Extraction and Edge Invalidation
2.3 Communities
3 Memory Retrieval
3.1 Search
3.2 Reranker
4 Experiments
4.1 Choice
https://arxiv.org/html/2608.03048v1
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https://cyberleninka.ru/article/n/heterarchy-and-hierarchy-among-the-ancient-mongolian-nomads
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tRNADB-CE
: tRNA gene database curated manually by experts
Takashi Abe1, Toshimichi Ikemura2, Junichi Sugahara3, Akio Kanai3, Yasuo Ohara2, Hiroshi Uehara2
https://whc.unesco.org/en/list/xml/
In the shallow waters near the shores of the lake, three sites testify to the presence of prehistoric pile dwellings, and the small Lin Peninsula is the site of the remains of an Early Christian church founded in the middle of the 6th century
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4 (2021)
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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