AI RESEARCH
Agentic Jackal: Live Execution and Semantic Value Grounding for Text-to-JQL
arXiv CS.CL
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ArXi:2604.09470v1 Announce Type: new Translating natural language into Jira Query Language (JQL) requires resolving ambiguous field references, instance-specific categorical values, and complex Boolean predicates. Single-pass LLMs cannot discover which categorical values (e.g., component names or fix versions) actually exist in a given Jira instance, nor can they verify generated queries against a live data source, limiting accuracy on paraphrased or ambiguous requests. No open, execution-based benchmark exists for mapping natural language to JQL. We.