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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
We evaluate five open-weight readers with Vanilla context, BM25-RAG, Oracle retrieval, Memobase, and MemSearch as memory backends
https://en.wikipedia.org/wiki/Minneapolis,_Minnesota
gov/government/departments/clerk/city-seal/ |title=Official Seal of the City of Minneapolis |access-date=October 12, 2023 |publisher=City of Minneapolis |archive-date=October 18, 2023 |archive-url=https://web
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Daimler Buses kommer att installera egna offentliga laddstationer för elbussar och turistbussar, med fokus på turistmål med hög trafik – i Europa – såsom bussparkeringar vid nöjesparker eller i städer
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https://en.wikipedia.org/wiki/Steinway_&_Sons
[40]
By the 1860s, Steinway had built and moved into a factory at Park Avenue between 52nd and 53rd Street (the present site of the Seagram Building) where it covered a whole block
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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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/uploads/sites/site_1442.jpgcn,kg,kz33.1588888889107.2911111110cn34.0913888889109.0341666670cn34.2197222223108.9594444440cn34.2408333333108.9372222220cn34.2958333333108.9583333330cn34.3044444444108.8572222222cn34.3508333333106.
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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Maynooth Adult and Community Education, pp
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