Papers by Abhinav Painuli
Rolling Out Data Quality Overnight, without losing the plot: A Multi-Agent System for Speech Data Quality Management (2026.findings-acl)
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Rishabh Kumar, Abhinav Painuli, Chriss Philip Saji, Devesh Soni, Amrith Krishna, Ganesh Ramakrishnan
| Challenge: | Using automation to improve quality management is expensive and resource-intensive for speech datasets. |
| Approach: | They propose a natural language-driven agentic framework that compiles user requirements into dependency-aware DAG workflows over modular tools for audio, transcript, and metadata verification. |
| Outcome: | The proposed framework achieves 80-90% agreement with expert verification while requiring less than 20% of the cost and time of manual QC. |