most citedLLM/Agent-as-Data-Analyst: A Survey

2 citations · 2 across the 17 of their papers we have counts for

collaborators

19 papers

cs.DB2026

TEngineDB-V: An OLAP-Native Vector Search System for Large- Workloads at Tencent

Xufei Wu, Pengcheng Zhang, Yitong Song +11

Vector search systems are essential infrastructure for modern data-driven applications. Large- analytical vector search, which retrieves -- results for analytics (…

cs.CL2026

Are We Ready For An Agent-Native Memory System?

Wei Zhou, Xuanhe Zhou, Shaokun Han +5

Memory for large language model (LLM) agents has rapidly evolved from simple retrieval-augmented mechanisms into a data management system that supports persistent information stora…

cs.AI2026

X+Slides: Benchmarking Audience-Conditioned Slide Generation

Haodong Chen, Xuanhe Zhou, Wei Zhou +6

Automatically generating slide decks from source documents is an important application of large language models (LLMs). Existing benchmarks primarily assess slide completeness and…

cs.SE2026

SetupX: Can LLM Agents Learn from Past Failures in Functionality-Correct Code Repository Setup?

Zihang Zhou, Ziqian Ren, Yukai Wu +7

Functionality-correct repository setup aims to configure execution environments (e.g., dependencies, build scripts) to successfully execute a repository's documented features. It p…

cs.CR2026

An Efficient and Privacy-Preserving Architecture for Cross-Institutional Collaborative RAG

Chenxin Mao, Shangyu Liu, Zhenzhe Zheng +3

Retrieval-Augmented Generation (RAG) empowers LLMs with external knowledge, making cross-institutional domain-specific knowledge base integration a highly promising deployment para…

cs.CV2026

MinerU-Popo: Universal Post-Processing Model for Structured Document Parsing

Bangrui Xu, Ziyang Miao, Xuanhe Zhou +7

VLM-based OCR models have become the de facto choice for document parsing, as they can accurately extract page-level elements (e.g., paragraphs within individual pages) together wi…

cs.DB2026

ByteHouse: ByteDance's Cloud-Native Data Warehouse for Real-Time Multimodal Data Analytics

Yuxing Han, Yu Lin, Yifeng Dong +13

With the rapid rise of intelligent data services, modern enterprises increasingly require efficient, multimodal, and cost-effective data analytics infrastructures. However, in Byte…

cs.DB2026

Dial: A Knowledge-Grounded Dialect-Specific NL2SQL System

Xiang Zhang, Hongming Xu, Le Zhou +8

Enterprises commonly deploy heterogeneous database systems, each of which owns a distinct SQL dialect with different syntax rules, built-in functions, and execution constraints. Ho…

cs.DB2026

Disk-Resident Graph ANN Search: An Experimental Evaluation

Xiaoyu Chen, Jinxiu Qu, Yitong Song +7

As data volumes grow while memory capacity remains limited, disk-resident graph-based approximate nearest neighbor (ANN) methods have become a practical alternative to memory-resid…

cs.CL2026

SmartThinker: Progressive Chain-of-Thought Length Calibration for Efficient Large Language Model Reasoning

Chenzhi Hu, Qinzhe Hu, Yuhang Xu +6

Large reasoning models (LRMs) like OpenAI o1 and DeepSeek-R1 achieve high accuracy on complex tasks by adopting long chain-of-thought (CoT) reasoning paths. However, the inherent v…

cs.DB2026

Qute: Towards Quantum-Native Database

Muzhi Chen, Xuanhe Zhou, Wei Zhou +7

This paper envisions a quantum database (Qute) that treats quantum computation as a first-class execution option. Unlike prior simulation-based methods that either run quantum algo…

cs.AI2026

ST-Raptor: An Agentic System for Semi-Structured Table QA

Jinxiu Qu, Zirui Tang, Hongzhang Huang +7

Semi-structured table question answering (QA) is a challenging task that requires (1) precise extraction of cell contents and positions and (2) accurate recovery of key implicit lo…

cs.DB2025

OSM+: Billion-Level OpenStreetMap Dataset for City-wide Experiments

Guanjie Zheng, Ziyang Su, Yiheng Wang +6

Road network data provides rich information about cities, but processing worldwide OpenStreetMap (OSM) data is computationally intensive, and the resulting graphs are often difficu…

cs.AI2025★ 2 cited

LLM/Agent-as-Data-Analyst: A Survey

Zirui Tang, Weizheng Wang, Zihang Zhou +16

Large language models (LLMs) and agent techniques have brought a fundamental shift in the functionality and development paradigm of data analysis tasks (a.k.a LLM/Agent-as-Data-Ana…

cs.CL2025

SurveyBench: Can LLM(-Agents) Write Academic Surveys that Align with Reader Needs?

Zhaojun Sun, Xuzhou Zhu, Xuanhe Zhou +6

Academic survey writing, which distills vast literature into a coherent and insightful narrative, remains a labor-intensive and intellectually demanding task. While recent approach…

cs.DB2025

PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation

Wei Zhou, Guoliang Li, Haoyu Wang +4

Large language models (LLMS) have shown increasing effectiveness in Text-to-SQL tasks. However, another closely related problem, Cross-System SQL Translation (a.k.a., SQL-to-SQL),…

cs.AI2025

ST-Raptor: LLM-Powered Semi-Structured Table Question Answering

Zirui Tang, Boyu Niu, Xuanhe Zhou +6

Semi-structured tables, widely used in real-world applications (e.g., financial reports, medical records, transactional orders), often involve flexible and complex layouts (e.g., h…

cs.DB2025

DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs

Wei Zhou, Peng Sun, Xuanhe Zhou +5

The operation and maintenance (O&M) of database systems is critical to ensuring system availability and performance, typically requiring expert experience (e.g., identifying metric…

cs.DB2025

OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML

Xuanhe Zhou, Wei Zhou, Liguo Qi +7

Efficient and consistent feature computation is crucial for a wide range of online ML applications. Typically, feature computation is divided into two distinct phases, i.e., offlin…