Developed information retrieval pipeline for a League of Legends lore Discord chatbot. Used TF-IDF and SVD to generate a dense vector space model of the corpus for document retrieval. Leveraged DistilBERT-based model for extractive Q&A and FLAN-T5 finetuned model to generate conversational answers to queries on the corpus.