Srinivas Ramesh Kamath


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2024

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Generating Hotel Highlights from Unstructured Text using LLMs
Srinivas Ramesh Kamath | Fahime Same | Saad Mahamood
Proceedings of the 17th International Natural Language Generation Conference

We describe our implementation and evaluation of the Hotel Highlights system which has been deployed live by trivago. This system leverages a large language model (LLM) to generate a set of highlights from accommodation descriptions and reviews, enabling travellers to quickly understand its unique aspects. In this paper, we discuss our motivation for building this system and the human evaluation we conducted, comparing the generated highlights against the source input to assess the degree of hallucinations and/or contradictions present. Finally, we outline the lessons learned and the improvements needed.