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Mingchen Li

mingchenli@umass.edu. My principal research interests lie in the area of knowledge graph and natural language processing (e.g. knowledge graph embedding, question answering over KG, zero shot learning, etc).

I am a PhD student at University of Massachusetts Amherst, advised by Prof. Hong Yu.

My core research pursuits center around the intersection of knowledge graphs and natural language processing. I am particularly fascinated by areas including information extraction, knowledge graph completion, question answering, zero-shot learning, and beyond. I embody a self-driven and innovative approach to rapid learning, coupled with a deep enthusiasm for NLP and knowledge graphs. My current research interests include:

  • Biomedical and clinical NLP: Creating NLP models to tackle real-world Medical challenges.

  • Information extraction with weak supervision: Information extraction, knowledge-enpowered information extraction, zero shot learning, few shot learning.

  • Question answering: Complex question answering over knowledge graph, zero shot question answering or few shot question answering.

  • Natural language generation and inference

  • Retrieval/Knowledge-base Large Language Model

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