Yelp.com -

: Advanced models combine review text with photo data and metadata (like user location) to forecast "review helpfulness" votes and improve ranking algorithms. Key Benefits for Users and Businesses Yelp Content As Embeddings

: Recent updates show Yelp integrating LLMs for search query understanding and providing AI-powered summaries of business highlights. yelp.com

: The platform utilizes sophisticated architectures like BERT (Bidirectional Encoder Representations from Transformers) and LSTMs (Long Short-Term Memory) to predict star ratings and identify sentiment polarity (positive vs. negative). : Advanced models combine review text with photo

Yelp's engineering teams leverage several advanced techniques to process review content: yelp.com