4 papers
How retriever redundancy and diversity impact RAG effectiveness
Jonathan J Ross, Bevan Koopman, Anton van der Vegt +1
In RAG, while the retriever typically ranks documents by their individual relevance to the query, the generator instead produces an answer based on the retrieved documents as a who…
FoleySet: A Multi-Level Human-Annotated Foley Sound Dataset
Sunshiyu Wang, Alexander Lerch
In audiovisual post-production, Foley refers to synchronous sound effects associated with human actions, such as footsteps, cloth rustle, and prop handling, that are recreated to m…
Survey on the Evaluation of Generative Models in Music
Alexander Lerch, Claire Arthur, Nick Bryan-Kinns +3
Research on generative systems in music has seen considerable attention and growth in recent years. A variety of attempts have been made to systematically evaluate such systems. We…
Enhancing Video Music Recommendation with Transformer-Driven Audio-Visual Embeddings
Shimiao Liu, Alexander Lerch
A fitting soundtrack can help a video better convey its content and provide a better immersive experience. This paper introduces a novel approach utilizing self-supervised learning…