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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
With the interaction history, it co-generates ground truth over six recall, reasoning, and trustworthiness evaluation dimensions
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https://en.wikipedia.org/wiki/History_of_art
The Venus of Hohle Fels is one of the numerous objects found at the Caves and Ice Age Art in the Swabian Jura UNESCO World Heritage Site, where the oldest non-stationary works of human art yet discovered were found, in the form of carved animal and humanoid figurines, in addition to the oldest musical instruments
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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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Bogotá, Colombia, June 7, 2019–The Committee to Protect Journalists today condemned a decision by the Venezuelan Supreme Court, which according to news reports ordered the independent news site La Patilla to pay US$5
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constituents such as carbon monoxide (CO), nitrogen dioxide (NO2), sulfur dioxide (SO2), or formaldehyde (HCHO); and atmospheric aerosols, including dust and soot
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