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KaggleDBQA: Realistic evaluation of text-to-SQL parsers
The goal of database question answering is to enable natural language querying of real-life
relational databases in diverse application domains. Recently, large-scale datasets such as …
relational databases in diverse application domains. Recently, large-scale datasets such as …
Ehrsql: A practical text-to-sql benchmark for electronic health records
We present a new text-to-SQL dataset for electronic health records (EHRs). The utterances
were collected from 222 hospital staff, including physicians, nurses, insurance review and …
were collected from 222 hospital staff, including physicians, nurses, insurance review and …
Data ambiguity strikes back: How documentation improves gpt's text-to-sql
Text-to-SQL allows experts to use databases without in-depth knowledge of them. However,
real-world tasks have both query and data ambiguities. Most works on Text-to-SQL focused …
real-world tasks have both query and data ambiguities. Most works on Text-to-SQL focused …
Deep learning driven natural languages text to SQL query conversion: a survey
With the future striving toward data-centric decision-making, seamless access to databases
is of utmost importance. There is extensive research on creating an efficient text-to-sql …
is of utmost importance. There is extensive research on creating an efficient text-to-sql …
Towards unbiased evaluation of detecting unanswerable questions in EHRSQL
Incorporating unanswerable questions into EHR QA systems is crucial for testing the
trustworthiness of a system, as providing non-existent responses can mislead doctors in …
trustworthiness of a system, as providing non-existent responses can mislead doctors in …
TrustSQL: Benchmarking Text-to-SQL Reliability with Penalty-Based Scoring
Text-to-SQL enables users to interact with databases using natural language, simplifying the
retrieval and synthesis of information. Despite the remarkable success of large language …
retrieval and synthesis of information. Despite the remarkable success of large language …
Nl2interface: Interactive visualization interface generation from natural language queries
We develop NL2INTERFACE to explore the potential of generating usable interactive multi-
visualization interfaces from natural language queries. With NL2INTERFACE, users can …
visualization interfaces from natural language queries. With NL2INTERFACE, users can …
QDA-SQL: questions enhanced dialogue augmentation for multi-turn text-to-SQL
Fine-tuning large language models (LLMs) for specific domain tasks has achieved great
success in Text-to-SQL tasks. However, these fine-tuned models often face challenges with …
success in Text-to-SQL tasks. However, these fine-tuned models often face challenges with …
PRACTIQ: A Practical Conversational Text-to-SQL dataset with Ambiguous and Unanswerable Queries
Previous text-to-SQL datasets and systems have primarily focused on user questions with
clear intentions that can be answered. However, real user questions can often be …
clear intentions that can be answered. However, real user questions can often be …