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In our context, a message consists of relatively short text (several messages can fit within an LLM context window) along with the associated actor who produced the utterance
from the top result below
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/2608.02613v1
We evaluate five open-weight readers with Vanilla context, BM25-RAG, Oracle retrieval, Memobase, and MemSearch as memory backends
https://arxiv.org/html/2608.03048v1
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https://arxiv.org/pdf/2006.02318
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https://arxiv.org/pdf/2608.01651v1
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https://arxiv.org/pdf/2608.02758
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https://arxiv.org/pdf/2608.03883
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https://arxiv.org/abs/2608.03883
Our systems combine sparse BM25 retrieval, evidence-aware rescoring for self-referential symptom reports, embedding-based reranking, query-prototype expansion, and LLM-based reranking
https://arxiv.org/abs/2104.08663
Our results show BM25 is a robust baseline and re-ranking and late-interaction-based models on average achieve the best zero-shot performances, however, at high computational costs
https://arxiv.org/abs/2608.03860
The pipeline combines sentence-window chunking, BM25, BGE-M3 dense retrieval, reciprocal rank fusion, optional cross-encoder reranking, and grounded answer generation
https://arxiv.org/src/2403.08299
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https://arxiv.org/pdf/2508.08980v3
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https://arxiv.org/pdf/2608.00458
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https://arxiv.org/src/2608.03898
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https://arxiv.org/pdf/2508.02685
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https://arxiv.org/pdf/2608.01861
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https://arxiv.org/pdf/2608.03095
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https://arxiv.org/pdf/2608.03340
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https://arxiv.org/pdf/2608.01657
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https://arxiv.org/pdf/2608.02386
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https://arxiv.org/pdf/2608.02244
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https://arxiv.org/pdf/2609.18842
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https://arxiv.org/pdf/2608.02609
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https://arxiv.org/pdf/2608.02694
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https://arxiv.org/pdf/2608.02764
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https://arxiv.org/pdf/2608.02625
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https://arxiv.org/pdf/2608.03014
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https://arxiv.org/pdf/2205.01882v5
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https://arxiv.org/pdf/2607.26245v1
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