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Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks

Summary: nvBench is the first nl2vis benchmark, synthesized from nl2sql (Spider) via an AST bridge unifying SQL and vis trees for multiple viz languages. It reduces benchmark creation to 5.7% of manual effort and a seq2vis model trained on nvBench outperforms prior nl2vis methods, with extensive validation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc90be05ca9b51605
Venue
SIGMOD
Year
2021
Pagerank
6.6388774e-05
Overall Rank
4,345 | 70.88%
DOI
10.1145/3448016.3457261

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{luo_sigmod21,
        title = {{Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks}},
        author = {Luo, Yuyu and Chai, Chengliang and Tang, Nan and Li, Wenbo and Li, Guoliang and Qin, Xuedi},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3457261},
        url = {https://dl.acm.org/doi/10.1145/3448016.3457261},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
2,117 The Dawn of Natural Language to SQL: Are We Fully Ready? 2024 VLDB 9.0012524e-05
3,757 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 7.0254733e-05
4,890 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3508492e-05
5,520 HAIChart: Human and AI Paired Visualization System 2024 VLDB 6.0825599e-05
5,759 Optimizing Data Acquisition to Enhance Machine Learning Performance 2024 VLDB 5.9856409e-05
6,173 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.8459104e-05
7,115 LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning 2026 VLDB 5.580601e-05
7,281 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 5.5510601e-05
8,287 Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study 2024 SIGMOD 5.3448455e-05
9,242 Natural Language to SQL: State of the Art and Open Problems 2025 VLDB 5.1864799e-05
9,348 BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases 2026 CIDR 5.1764094e-05
10,208 Sevi: Speech-to-Visualization through Neural Machine Translation 2022 SIGMOD 5.0491152e-05
10,411 TACO: Token-Aware Context Optimization for Structured OpenStreetMap Query Generation 2027 SIGMOD 4.9605343e-05
10,511 DeepEye-SQL: A Software-Engineering-Inspired Text-to-SQL Framework 2026 SIGMOD 4.9605343e-05
10,733 MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization 2026 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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