Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs
Paper
• 2507.09477 • Published
• 88
RAG
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BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering
Paper • 2507.04127 • Published • 9 -
Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers
Paper • 2507.06223 • Published • 14 -
SitEmb-v1.5: Improved Context-Aware Dense Retrieval for Semantic Association and Long Story Comprehension
Paper • 2508.01959 • Published • 60 -
VisR-Bench: An Empirical Study on Visual Retrieval-Augmented Generation for Multilingual Long Document Understanding
Paper • 2508.07493 • Published • 8 -
ReasonRank: Empowering Passage Ranking with Strong Reasoning Ability
Paper • 2508.07050 • Published • 117 -
NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings
Paper • 2509.04011 • Published • 29 -
UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG
Paper • 2510.03663 • Published • 16 -
Scalable In-context Ranking with Generative Models
Paper • 2510.05396 • Published • 10 -
Trove: A Flexible Toolkit for Dense Retrieval
Paper • 2511.01857 • Published • 12 -
Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces
Paper • 2511.07587 • Published • 10 -
IterResearch: Rethinking Long-Horizon Agents via Markovian State Reconstruction
Paper • 2511.07327 • Published • 78 -
E^2Rank: Your Text Embedding can Also be an Effective and Efficient Listwise Reranker
Paper • 2510.22733 • Published • 32 -
UME-R1: Exploring Reasoning-Driven Generative Multimodal Embeddings
Paper • 2511.00405 • Published • 6 -
GroupRank: A Groupwise Reranking Paradigm Driven by Reinforcement Learning
Paper • 2511.11653 • Published • 57 -
General Agentic Memory Via Deep Research
Paper • 2511.18423 • Published • 168 -
CLaRa: Bridging Retrieval and Generation with Continuous Latent Reasoning
Paper • 2511.18659 • Published • 24 -
Mindscape-Aware Retrieval Augmented Generation for Improved Long Context Understanding
Paper • 2512.17220 • Published • 113 -
Query-focused and Memory-aware Reranker for Long Context Processing
Paper • 2602.12192 • Published • 55