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 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,190 | AgenticScholar: Agentic Data Management with Pipeline Orchestration for Scholarly Corpora | 2026 | SIGMOD | 5.093636e-05 |
| 10,206 | Bridging the Gap: Cardinality Estimation for Semantic Queries on Unstructured Data | 2026 | SIGMOD | 5.093636e-05 |
| 10,556 | OpenSQL: Data-Efficient Text-to-SQL for Open-Source LLMs via Synthesized Intermediate Supervision | 2026 | VLDB | 5.093636e-05 |
| 10,572 | Relational Deep Dive: Error-Aware Queries Over Unstructured Data | 2026 | VLDB | 5.093636e-05 |
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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 |
|---|---|---|---|---|
| 950 | CAESURA: Language Models as Multi-Modal Query Planners | 2024 | CIDR | 0.0001302491 |
| 1,245 | Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing | 2025 | CIDR | 0.00011507415 |
| 1,550 | Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes | 2023 | CIDR | 0.00010385904 |
| 1,920 | D-Bot: Database Diagnosis System using Large Language Models | 2024 | VLDB | 9.4846185e-05 |
| 7,439 | AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries | 2025 | CIDR | 5.6181103e-05 |
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