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Main Authors:	Ai, Kuangshi, Karr Jr, Jonathan A., Jiang, Meng, Chawla, Nitesh V., Wang, Chaoli
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Information Retrieval
Online Access:	https://arxiv.org/abs/2510.05524
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TagRAG: Tag-guided Hierarchical Knowledge Graph Retrieval-Augmented Generation
by: Tao, Wenbiao, et al.
Published: (2025)

StepChain GraphRAG: Reasoning Over Knowledge Graphs for Multi-Hop Question Answering
by: Ni, Tengjun, et al.
Published: (2025)

Knowledge Management for Automobile Failure Analysis Using Graph RAG
by: Ojima, Yuta, et al.
Published: (2024)

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports?
by: Nanyonga, Aziida, et al.
Published: (2025)

Analyzing the Influence of Knowledge Graph Information on Relation Extraction
by: Möller, Cedric, et al.
Published: (2025)

WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs
by: Xie, Weijian, et al.
Published: (2024)

Knowledge-Driven Cross-Document Relation Extraction
by: Jain, Monika, et al.
Published: (2024)

Resisting Contextual Interference in RAG via Parametric-Knowledge Reinforcement
by: Lin, Chenyu, et al.
Published: (2025)

SemRAG: Semantic Knowledge-Augmented RAG for Improved Question-Answering
by: Zhong, Kezhen, et al.
Published: (2025)

LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking
by: Azizi, Vahid, et al.
Published: (2025)

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot
by: Zhao, Xuejiao, et al.
Published: (2025)

KG-RAG: Bridging the Gap Between Knowledge and Creativity
by: Sanmartin, Diego
Published: (2024)

Knowledge in Triples for LLMs: Enhancing Table QA Accuracy with Semantic Extraction
by: Sholehrasa, Hossein, et al.
Published: (2024)

A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal
by: Liang, Ke, et al.
Published: (2022)

Location Sensitive Embedding for Knowledge Graph Reasoning
by: Banerjee, Deepak, et al.
Published: (2023)

Knowledge Graph Driven Recommendation System Algorithm
by: Zhang, Chaoyang, et al.
Published: (2023)

GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion
by: Luo, Kangyang, et al.
Published: (2025)

Question-Answer Extraction from Scientific Articles Using Knowledge Graphs and Large Language Models
by: Azarbonyad, Hosein, et al.
Published: (2025)

MultiRAG: A Knowledge-guided Framework for Mitigating Hallucination in Multi-source Retrieval Augmented Generation
by: Wu, Wenlong, et al.
Published: (2025)

RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration
by: Yu, Hong Qing, et al.
Published: (2025)

Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering
by: Wang, Yuqi, et al.
Published: (2024)

CoRe-MMRAG: Cross-Source Knowledge Reconciliation for Multimodal RAG
by: Tian, Yang, et al.
Published: (2025)

DynaRAG: Bridging Static and Dynamic Knowledge in Retrieval-Augmented Generation
by: Liang, Penghao, et al.
Published: (2026)

DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs
by: Zhou, Wei, et al.
Published: (2025)

S-Path-RAG: Semantic-Aware Shortest-Path Retrieval Augmented Generation for Multi-Hop Knowledge Graph Question Answering
by: Fu, Rong, et al.
Published: (2026)

GroupRAG: Cognitively Inspired Group-Aware Retrieval and Reasoning via Knowledge-Driven Problem Structuring
by: Duan, Xinyi, et al.
Published: (2026)

Ontology-Based Knowledge Graph Framework for Industrial Standard Documents via Hierarchical and Propositional Structuring
by: Park, Jiin, et al.
Published: (2025)

MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation
by: Hsiao, Chi-Hsiang, et al.
Published: (2025)

Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge
by: Delile, Julien, et al.
Published: (2024)

Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs
by: Schneider, Phillip, et al.
Published: (2024)

Core-based Hierarchies for Efficient GraphRAG
by: Hossain, Jakir, et al.
Published: (2026)

Scaling Knowledge Graph Construction through Synthetic Data Generation and Distillation
by: Choubey, Prafulla Kumar, et al.
Published: (2024)

Block-Diagonal Orthogonal Relation and Matrix Entity for Knowledge Graph Embedding
by: Zhu, Yihua, et al.
Published: (2024)

The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models
by: Pradeep, Ronak, et al.
Published: (2025)

Synthesized Annotation Guidelines are Knowledge-Lite Boosters for Clinical Information Extraction
by: Hsu, Enshuo, et al.
Published: (2025)

Pure Message Passing Can Estimate Common Neighbor for Link Prediction
by: Dong, Kaiwen, et al.
Published: (2023)

Is Architectural Complexity Overrated? Competitive and Interpretable Knowledge Graph Completion with RelatE
by: Chakraborty, Abhijit, et al.
Published: (2025)

A Human-in-the-Loop, LLM-Centered Architecture for Knowledge-Graph Question Answering
by: Pusch, Larissa, et al.
Published: (2026)

HugRAG: Hierarchical Causal Knowledge Graph Design for RAG
by: Wang, Nengbo, et al.
Published: (2026)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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