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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/Major_depressive_disorder
1177/1362361319872373 |publisher=University of Amsterdam, The Netherlands |pmid=31709804 |pmc=7168804 }}</ref> [[sadness]]{{sfn|American Psychiatric Association|2013|pp=167–168}}"},"prevention":{"wt":""},"treatment":{"wt":"[[Psychotherapy]], [[antidepressant]] medication,<ref>{{Cite web |title=Depressive disorder
https://en.wikipedia.org/wiki/Clinical_depression
1177/1362361319872373 |publisher=University of Amsterdam, The Netherlands |pmid=31709804 |pmc=7168804 }}</ref> [[sadness]]{{sfn|American Psychiatric Association|2013|pp=167–168}}"},"prevention":{"wt":""},"treatment":{"wt":"[[Psychotherapy]], [[antidepressant]] medication,<ref>{{Cite web |title=Depressive disorder
https://en.wikipedia.org/wiki/Complementary_and_alternative_medicine
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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://pubmed.ncbi.nlm.nih.gov/20581109
Historical perspectives on literacy in early childhood - PubMed
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Use of alcohol and drugs to self-medicate anxiety disorders in a nationally representative sample - PubMed
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Clinical outcomes for acute grade III and V acromioclavicular dislocations using hook plates and double-button fixation with a two-year follow-up - PubMed
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active-duty military personnel with low back pain: secondary analysis of a clinical trial - PubMed
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3MDR Therapy Reduces Symptoms of PTSD and Related Conditions in Canadian Military Members and Veterans, Public Safety Personnel, and Clinical Personnel - PubMed
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