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Bibliographic Details
Main Authors:	Li, Junchen, Wang, Rongzheng, Huang, Yihong, Chen, Qizhi, Zhang, Jiasheng, Liang, Shuang
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Artificial Intelligence
Online Access:	https://arxiv.org/abs/2511.14096
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DOTRAG: Retrieval-Time Reasoning Along Paths
by: Moore, Larnell, et al.
Published: (2026)

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

PathGPT: Reframing Path Recommendation as a Natural Language Generation Task with Retrieval-Augmented Language Models
by: Marcelyn, Steeve Cuthbert, et al.
Published: (2025)

Toward Robust GraphRAG: Mitigating Retrieval Drift and Hallucination from Imperfect Knowledge Graphs
by: Ma, Yizhuo, et al.
Published: (2026)

Uncertainty-aware Generative Learning Path Recommendation with Cognition-Adaptive Diffusion
by: Xiong, Xiangrui, et al.
Published: (2026)

PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models
by: Liu, Yu, et al.
Published: (2025)

Pseudo-Knowledge Graph: Meta-Path Guided Retrieval and In-Graph Text for RAG-Equipped LLM
by: Yang, Yuxin, et al.
Published: (2025)

STAR: Semantic-Tuned and Tail-Adaptive Retriever for Graph-Augmented Generation
by: Li, Shuai, et al.
Published: (2026)

Explainable Session-based Recommendation via Path Reasoning
by: Cao, Yang, et al.
Published: (2024)

Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation
by: Cui, Ziqiang, et al.
Published: (2025)

Access Paths for Efficient Ordering with Large Language Models
by: Zhao, Fuheng, et al.
Published: (2025)

GraphTool-Instruction: Revolutionizing Graph Reasoning in LLMs through Decomposed Subtask Instruction
by: Wang, Rongzheng, et al.
Published: (2024)

Paths of A Million People: Extracting Life Trajectories from Wikipedia
by: Zhang, Ying, et al.
Published: (2024)

Exploiting Inter-Session Information with Frequency-enhanced Dual-Path Networks for Sequential Recommendation
by: He, Peng, et al.
Published: (2025)

Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction
by: Li, Zhuofeng, et al.
Published: (2026)

MGRetrieval: Memory-Guided Reflective Retrieval for Long-Term Dialogue Agents
by: Wang, Tan, et al.
Published: (2026)

UniER: A Unified Benchmark for Item-level and Path-level Exercise Recommendation
by: Cheng, Xinghe, et al.
Published: (2026)

Semantic Retrieval at Walmart
by: Magnani, Alessandro, et al.
Published: (2024)

Do Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval
by: Chen, Shiyu, et al.
Published: (2026)

EcoGEO: Trajectory-Aware Evidence Ecosystems for Web-Enabled LLM Search Agents
by: Ye, Hengwei, et al.
Published: (2026)

SkillPager: Query-Adaptive Intra-Skill Navigation via Semantic Node Retrieval
by: Cui, Zicai, et al.
Published: (2026)

A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models
by: Wei, Qikai, et al.
Published: (2025)

SymRAG: Efficient Neuro-Symbolic Retrieval Through Adaptive Query Routing
by: Hakim, Safayat Bin, et al.
Published: (2025)

FRESCO: Benchmarking and Optimizing Re-rankers for Evolving Semantic Conflict in Retrieval-Augmented Generation
by: An, Sohyun, et al.
Published: (2026)

AtomicRAG: Atom-Entity Graphs for Retrieval-Augmented Generation
by: Hou, Yanning, et al.
Published: (2026)

Search Is Not Retrieval: Decoupling Semantic Matching from Contextual Assembly in RAG
by: Nainwani, Harshit, et al.
Published: (2025)

Boosting Text-to-Chart Retrieval through Training with Synthesized Semantic Insights
by: Wu, Yifan, et al.
Published: (2025)

Selective Test-Time Compute Scaling for Click-Through Rate Prediction via Uncertainty-Triggered Feature Path Exploration
by: Zhang, Moyu, et al.
Published: (2026)

TBGRecall: A Generative Retrieval Model for E-commerce Recommendation Scenarios
by: Liang, Zida, et al.
Published: (2025)

IRSC: A Zero-shot Evaluation Benchmark for Information Retrieval through Semantic Comprehension in Retrieval-Augmented Generation Scenarios
by: Lin, Hai, et al.
Published: (2024)

Fidelity-Aware Recommendation Explanations via Stochastic Path Integration
by: Barkan, Oren, et al.
Published: (2025)

GRAB: An LLM-Inspired Sequence-First Click-Through Rate Prediction Modeling Paradigm
by: Chen, Shaopeng, et al.
Published: (2026)

Bid Farewell to Seesaw: Towards Accurate Long-tail Session-based Recommendation via Dual Constraints of Hybrid Intents
by: Wang, Xiao, et al.
Published: (2025)

Generative Retrieval as Multi-Vector Dense Retrieval
by: Wu, Shiguang, et al.
Published: (2024)

AttentionRetriever: Attention Layers are Secretly Long Document Retrievers
by: Fu, David Jiahao, et al.
Published: (2026)

Xetrieval: Mechanistically Explaining Dense Retrieval
by: Cai, Zhixin, et al.
Published: (2026)

Developing an Intelligent Job Recommendation System Using Semantic Retrieval and Explainable AI Techniques
by: Awad, Hussein Al, et al.
Published: (2026)

Agentic Information Retrieval
by: Zhang, Weinan, et al.
Published: (2024)

Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph
by: Balloccu, Giacomo, et al.
Published: (2023)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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