Ava: From Data to Insights Through Conversation
Summary: Introduces Ava, a chatbot that uses controlled natural language to let data scientists assemble templatized analytics pipelines, bridging natural-language business intents and executable workflows. Demonstrates a proof-of-concept showing practicality of constrained-NL plus templates to speed data-science tasks. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Rogers Jeffrey Leo John (University of Wisconsin)
- 2. Navneet Potti (University of Wisconsin)
- 3. Jignesh M. Patel (University of Wisconsin)
BibTeX Citation
@inproceedings{john_cidr17,
address = {Amsterdam, Netherlands},
series = {{CIDR} '17},
title = {{Ava: From Data to Insights Through Conversation}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {John, Rogers Jeffrey Leo and Potti, Navneet and Patel, Jignesh M.},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,250 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011485301 |
| 2,079 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.2060425e-05 |
| 3,304 | Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale | 2022 | SIGMOD | 7.5404346e-05 |
| 3,536 | How Large Language Models Will Disrupt Data Management | 2023 | VLDB | 7.3297343e-05 |
| 4,395 | Automating Exploratory Data Analysis via Machine Learning: An Overview | 2020 | SIGMOD | 6.7271323e-05 |
| 4,904 | Mining Precision Interfaces From Query Logs | 2019 | SIGMOD | 6.4503063e-05 |
| 5,621 | Precision Interfaces for Different Modalities | 2018 | SIGMOD | 6.1472303e-05 |
| 6,955 | DataChat: An Intuitive and Collaborative Data Analytics Platform | 2023 | SIGMOD | 5.7303405e-05 |
| 9,482 | ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations | 2018 | VLDB | 5.2634238e-05 |
| 9,977 | Towards Autonomous, Hands-Free Data Exploration | 2020 | CIDR | 5.1845938e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 179 | Constructing an Interactive Natural Language Interface for Relational Databases | 2015 | VLDB | 0.00026838277 |
| 459 | ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores | 2016 | VLDB | 0.00018101318 |
| 532 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.00017072641 |
| 1,828 | Making the Case for Query-by-Voice with EchoQuery | 2016 | SIGMOD | 9.6689075e-05 |
| 2,412 | NaLIX: an Interactive Natural Language Interface for Querying XML | 2005 | SIGMOD | 8.6124752e-05 |
| 2,440 | NAUDA: A Cooperative, Natural Language Interface to Relational Databases | 1993 | SIGMOD | 8.5779647e-05 |
| 5,160 | Microsoft English Query 7.5: Automatic Extraction of Semantics from Relational Databases and OLAP Cubes | 1999 | VLDB | 6.3399587e-05 |
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