agent/papers/items/2026-2605-27123-rethinking-agentic-rag-toward-llm-driven-logical-retrieval-beyond-embeddings.md

Paper: Rethinking Agentic RAG: Toward LLM-Driven Logical Retrieval Beyond Embeddings

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type: paper title: "Rethinking Agentic RAG: Toward LLM-Driven Logical Retrieval Beyond Embeddings" authors: Yuqi Zeng, Qixiang Deng, Yulei Wan, Ruiquan Jiang, Xiaoqing Zheng, Xuanjing Huang year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.27123 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-26 updated_at: 2026-05-26 status: queued relevance: high topics:

• agent-evaluation
• computer-use
• rag methods:

benchmarks:

models:

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• cs.IR related_concepts:

related_jobs:

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collection_score: 13 collection_queries: rag-agent

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: rag-agent
• inferred topics: agent-evaluation, computer-use, rag
• arXiv categories: cs.IR
• collection score: 13

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2605.27123