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The query asks the model to recall the topic of an earlier conversation about Tesla; the gold answer is anchored in one specific session about Pooja’s dig site
from the top result below
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/2407.02342v1
org) Wen Chen is with the Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai 200240, China(e-mail: wenchen@sjtu
https://arxiv.org/html/2608.03048v1
com/JetAstra/PI-Mem
Introduction
The ability to reason over long contexts is increasingly important for large language models (LLMs), supporting applications such as long-document question answering (Gemini Team 2025; Yang et al
https://arxiv.org/html/2501.13956v1
com
Abstract
We introduce Zep, a novel memory layer service for AI agents that outperforms the current state-of-the-art system, MemGPT, in the Deep Memory Retrieval (DMR) benchmark
https://arxiv.org/html/2407.16741v3
com/All-Hands-AI/OpenHands
Slack http://bit
https://arxiv.org/html/2407.13076v1
Index Terms:
LoRa, multigateway, system energy efficiency, matching-based, multiagent deep reinforcement learning
https://arxiv.org/list/cs.AI/new
Research artifact available under the Apache-2
https://arxiv.org/src/2006.01354
¸áðøøàëàã±TþdIjÇ–õI,Dº î®þÿ£?ì=x`],¼Ä‚3ÏçÖ¯váûØ;ç!�í”»Ö—.¬tÁ-W8I{‘•¥žï¥«Áž&Ä-{s/´}+Yìp"šX·&vìùÈ¢*iˆ‚;ïõÄbî¤"^ Èüì|aǶ º°§>!Zù�QÄã}ÇN¸?ìŒ}ÇÎÙö”=cß³¿²çì?ØßØö’½b?°×ìïì {Ë.Ø�ìì'ö3û…ý'ѱ^ˆ[“ŽÍ¦Ìa.ãlÆælÁXÈ‹Ø{³„¥,c7ì–-ÙŠ}
https://arxiv.org/list/cs.CL/new
We evaluate five open-weight readers with Vanilla context, BM25-RAG, Oracle retrieval, Memobase, and MemSearch as memory backends
https://arxiv.org/abs/2006.04122
04122] Distributed Machine Learning for Predictive Analytics in Mobile Edge Computing Based IoT Environments
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https://arxiv.org/abs/2006.03994
Monitoring this huge number of IoT devices that are heterogeneous in terms of underlying communication protocols and data format is challenging
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/list/cs.DC/2019-11
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