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
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Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 2,321 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.03609e-05 |
| 3,711 | Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale | 2022 | SIGMOD | 6.823609e-05 |
| 3,995 | How Large Language Models Will Disrupt Data Management | 2023 | VLDB | 6.5513237e-05 |
| 4,540 | Automating Exploratory Data Analysis via Machine Learning: An Overview | 2020 | SIGMOD | 6.1033443e-05 |
| 4,635 | Mining Precision Interfaces From Query Logs | 2019 | SIGMOD | 6.033398e-05 |
| 4,877 | Precision Interfaces for Different Modalities | 2018 | SIGMOD | 5.8593569e-05 |
| 5,995 | DataChat: An Intuitive and Collaborative Data Analytics Platform | 2023 | SIGMOD | 5.2415551e-05 |
| 9,333 | ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations | 2018 | VLDB | 4.3556432e-05 |
| 9,830 | Towards Autonomous, Hands-Free Data Exploration | 2020 | CIDR | 4.2751057e-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 |
|---|---|---|---|---|
| 206 | Constructing an Interactive Natural Language Interface for Relational Databases | 2015 | VLDB | 0.00034667032 |
| 535 | ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores | 2016 | VLDB | 0.00020727678 |
| 543 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.00020526854 |
| 1,932 | Making the Case for Query-by-Voice with EchoQuery | 2016 | SIGMOD | 0.00010039301 |
| 2,271 | NAUDA: A Cooperative, Natural Language Interface to Relational Databases | 1993 | SIGMOD | 9.1379042e-05 |
| 2,313 | NaLIX: an Interactive Natural Language Interface for Querying XML | 2005 | SIGMOD | 9.0497076e-05 |
| 4,869 | Microsoft English Query 7.5 Automatic Extraction of Semantics from Relational Databases and OLAP Cubes | 1999 | VLDB | 5.8618248e-05 |
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