Unify: A System For Unstructured Data Analytics
Summary: Unify automates semantic analytics over unstructured data, avoiding fixed schemas and manual LLM plan orchestration. It combines preprogrammed and LLM-based operators with guided query decomposition and operator selection for natural-language workloads. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jiayi Wang (Tsinghua University)
- 2. Yuan Li (Tsinghua University)
- 3. Jianming Wu (Tsinghua University)
- 4. Shihui Xu (Tsinghua University)
- 5. Guoliang Li (Tsinghua University)
BibTeX Citation
@article{wang_vldb25,
title = {{Unify: A System For Unstructured Data Analytics}},
author = {Wang, Jiayi and Li, Yuan and Wu, Jianming and Xu, Shihui and Li, Guoliang},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {12},
pages = {5287--5290},
doi = {10.14778/3750601.3750653},
url = {https://doi.org/10.14778/3750601.3750653},
year = {2025}
}
Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 605 | CAESURA: Language Models as Multi-Modal Query Planners | 2024 | CIDR | 0.00015630219 |
| 697 | Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing | 2025 | CIDR | 0.00014665686 |
| 1,358 | Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes | 2023 | CIDR | 0.00010902306 |
| 1,656 | D-Bot: Database Diagnosis System using Large Language Models | 2024 | VLDB | 9.948529e-05 |
| 3,914 | AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries | 2025 | CIDR | 6.9084826e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,914 | AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries | 2025 | CIDR |
| 2 | 10,185 | Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics | 2026 | CIDR |
| 3 | 8,198 | DocDB: A Database for Unstructured Document Analysis | 2025 | VLDB |
| 4 | 4,583 | QUEST: Query Optimization in Unstructured Document Analysis | 2025 | VLDB |
| 5 | 10,931 | UniTG: A Unified System for Efficient and Seamless Textual Graph Learning | 2026 | VLDB |
| 6 | 11,584 | Unstructured Data Fusion for Schema and Data Extraction | 2024 | SIGMOD |
| 7 | 10,500 | Bridging the Gap: Cardinality Estimation for Semantic Queries on Unstructured Data | 2026 | SIGMOD |
| 8 | 11,237 | UNITQA: A Unified Automated Tabular Question Answering System with Multi-Agent Large Language Models | 2025 | SIGMOD |
| 9 | 2,256 | The Design of an LLM-powered Unstructured Analytics System | 2025 | CIDR |
| 10 | 8,708 | Unstructured Data Analysis Using LLMs: A Comprehensive Benchmark | 2026 | VLDB |