swaroop Itkikar
Attended Indian Institute of Technology, Roorkee
Wardha
1+ year of work experience
Oct 20251 yr 1 moPresent
Conducted a comprehensive benchmarking study of open-source and proprietary large language models for Sanskrit–English machine translation using metrics such as BLEU, ChrF++, METEOR, TER, and BERTScore. Demonstrated fine-tuning improves in-domain accuracy but significantly degrades out-of-domain generalization underscoring data scarcity and robustness limitations in classical language NLP.
May 20253 mosJul 2025
Architected an agentic Text-to-SQL pipeline, achieving 92% accuracy on complex query generation tasks at production scale. Optimized dynamic metadata retrieval, reducing LLM costs by 50% while achieving 0.75 precision/recall scores overall. Built multi-layer SQL guardrails and a verification agent, reducing erroneous SQL generation by 95%+ through validation. Engineered a saved-query agent with semantic caching, improving response latency by 70% for recurring user requests.
swaroop’s AI Stack
Education
Bachelor of Technology - BTech, Metallurgical Engineering
Indian Institute of Technology, Roorkee
20232023
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