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Rishi Ravikumar is a PhD student in the NLP & Text Mining Research Group at the University of Manchester. He specialises in building highly accurate and reliable information extraction systems by engineering robust, modular LLM pipelines. Beyond IE, his interests lie in model adaptation techniques, diffusion language models and agentic harnesses.