Using Large Language Models to Generate, Validate, and Apply User Intent Taxonomies

no code implementations • 14 Sep 2023 • Chirag Shah, Ryen W. White, Reid Andersen, Georg Buscher, Scott Counts, Sarkar Snigdha Sarathi Das, Ali Montazer, Sathish Manivannan, Jennifer Neville, Xiaochuan Ni, Nagu Rangan, Tara Safavi, Siddharth Suri, Mengting Wan, Leijie Wang, Longqi Yang

However, using LLMs to generate a user intent taxonomy and apply it for log analysis can be problematic for two main reasons: (1) such a taxonomy is not externally validated; and (2) there may be an undesirable feedback loop.

Deep Neural Networks for Query Expansion using Word Embeddings

no code implementations • 8 Nov 2018 • Ayyoob Imani, Amir Vakili, Ali Montazer, Azadeh Shakery

In this paper, we show that this is also true for more recently proposed embedding-based query expansion methods.

Information Retrieval Retrieval +1