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Bibliographic Details
Main Authors:	Wang, Tong, Xu, Yongqin, Zhang, Jianfeng, Cui, Lingxi, Wei, Wenqing, Chen, Suzhou, Li, Huan, Chen, Ke, Shou, Lidan
Format:	Preprint
Published:	2026
Subjects:	Information Retrieval Artificial Intelligence Computation and Language
Online Access:	https://arxiv.org/abs/2604.22758
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Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI
by: Cui, Lingxi, et al.
Published: (2024)

KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs
by: Xu, Yongqin, et al.
Published: (2024)

TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery
by: Cui, Lingxi, et al.
Published: (2025)

E-commerce Webpage Recommendation Scheme Base on Semantic Mining and Neural Networks
by: Zhao, Wenchao, et al.
Published: (2024)

DSL-R1: From SQL to DSL for Training Retrieval Agents across Structured and Unstructured Data with Reinforcement Learning
by: Hu, Yunhai, et al.
Published: (2026)

Queries Are Not Alone: Clustering Text Embeddings for Video Search
by: Liu, Peyang, et al.
Published: (2025)

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

LLM-Guided Multi-View Hypergraph Learning for Human-Centric Explainable Recommendation
by: Chu, Zhixuan, et al.
Published: (2024)

Asynchronous Verified Semantic Caching for Tiered LLM Architectures
by: Singh, Asmit Kumar, et al.
Published: (2026)

LLM-based Semantic Search for Conversational Queries in E-commerce
by: Siddiqui, Emad, et al.
Published: (2026)

An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language Models
by: Wang, Mengzhao, et al.
Published: (2024)

Large Language Model based Long-tail Query Rewriting in Taobao Search
by: Peng, Wenjun, et al.
Published: (2023)

Improving Document Retrieval Coherence for Semantically Equivalent Queries
by: Campese, Stefano, et al.
Published: (2025)

Exploring Query Understanding for Amazon Product Search
by: Luo, Chen, et al.
Published: (2024)

Shopping Queries Image Dataset (SQID): An Image-Enriched ESCI Dataset for Exploring Multimodal Learning in Product Search
by: Ghossein, Marie Al, et al.
Published: (2024)

Hierarchical Intent-guided Optimization with Pluggable LLM-Driven Semantics for Session-based Recommendation
by: Chen, Jinpeng, et al.
Published: (2025)

Cloud-Device Collaborative Agents for Sequential Recommendation
by: Long, Jing, et al.
Published: (2025)

When Text-as-Vision Meets Semantic IDs in Generative Recommendation: An Empirical Study
by: Qiao, Shutong, et al.
Published: (2026)

Dial: A Knowledge-Grounded Dialect-Specific NL2SQL System
by: Zhang, Xiang, et al.
Published: (2026)

SQuTR: A Robustness Benchmark for Spoken Query to Text Retrieval under Acoustic Noise
by: Li, Yuejie, et al.
Published: (2026)

FAIR-QR: Enhancing Fairness-aware Information Retrieval through Query Refinement
by: Chen, Fumian, et al.
Published: (2025)

When should I search more: Adaptive Complex Query Optimization with Reinforcement Learning
by: Wen, Wei, et al.
Published: (2026)

Aligning Query Representation with Rewritten Query and Relevance Judgments in Conversational Search
by: Mo, Fengran, et al.
Published: (2024)

Query Augmentation by Decoding Semantics from Brain Signals
by: Ye, Ziyi, et al.
Published: (2024)

QUIDS: Query Intent Description for Exploratory Search via Dual Space Modeling
by: Wang, Yumeng, et al.
Published: (2024)

Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge Graphs
by: Liu, Lihui, et al.
Published: (2024)

Impact of large language models on peer review opinions from a fine-grained perspective: Evidence from top conference proceedings in AI
by: Wu, Wenqing, et al.
Published: (2026)

Lightweight Embeddings with Graph Rewiring for Collaborative Filtering
by: Liang, Xurong, et al.
Published: (2025)

Continuous Input Embedding Size Search For Recommender Systems
by: Qu, Yunke, et al.
Published: (2023)

Prompt-Unknown Promotion Attacks against LLM-based Sequential Recommender Systems
by: Zhao, Yuchuan, et al.
Published: (2026)

Diversity-aware Dual-promotion Poisoning Attack on Sequential Recommendation
by: Zhao, Yuchuan, et al.
Published: (2025)

Lightweight Embeddings for Graph Collaborative Filtering
by: Liang, Xurong, et al.
Published: (2024)

Decentralized Collaborative Learning with Adaptive Reference Data for On-Device POI Recommendation
by: Zheng, Ruiqi, et al.
Published: (2024)

Epidemiology-informed Network for Robust Rumor Detection
by: Jiang, Wei, et al.
Published: (2024)

AI-Driven Sentiment Analytics: Unlocking Business Value in the E-Commerce Landscape
by: Wu, Qianye, et al.
Published: (2025)

RAQG-QPP: Query Performance Prediction with Retrieved Query Variants and Retrieval Augmented Query Generation
by: Tian, Fangzheng, et al.
Published: (2026)

DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries
by: Hu, Chuxuan, et al.
Published: (2025)

Why Not Together? A Multiple-Round Recommender System for Queries and Items
by: Jin, Jiarui, et al.
Published: (2024)

Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases
by: Lin, Teng
Published: (2025)

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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