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# Paper: Rethinking Agentic RAG: Toward LLM-Driven Logical Retrieval Beyond Embeddings
---
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:
-
datasets:
- cs.IR
related_concepts:
-
related_jobs:
-
related_experiments:
-
related_projects:
-
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