AINeutralarXiv – CS AI · 7h ago6/10
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Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
Researchers introduce Sonar-TS, a neuro-symbolic framework that enables natural language querying of time series databases by combining SQL-based feature indexing with Python verification programs. The work addresses limitations in existing Text-to-SQL methods for handling continuous temporal patterns and introduces NLQTSBench, the first large-scale benchmark for evaluating natural language queries against time series data at scale.