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Author

Abhinav Bohra

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Book Open access Sep 2026

RecSys Challenge 2026: Conversational Music Recommendation

The RecSys Challenge 2026 focuses on the evolving landscape of music discovery, where static recommendation lists are being replaced by dynamic, conversational interactions. As users increasingly interact with AI through natural language, there is a critical need for systems that can seamlessly integrate Natural Langua...

Seungheon Doh, Sergio Oramas, B. Sguerra et al. · 1 citation
#natural language process... Preprint Oct 2026

Do Multilingual Encoders Produce Language-Consistent Semantic IDs?

Semantic IDs (SIDs) compress item embeddings into discrete code sequences used in generative retrieval. We ask whether a multilingual encoder is sufficient for different-language renderings of the same product to receive language-consistent SIDs. Using Amazon ESCI listings rendered in English, Spanish, and Japanese, we...

Abhinav Bohra, Anuj Bohra · 0 citations
#large language models Book Open access Sep 2026

Overview and Analysis of the RecSys Challenge 2026: Conversational Music Recommendation

The RecSys Challenge 2026 studies conversational music recommendation as a joint item recommendation and response generation problem: given a multi-turn dialogue, systems must retrieve relevant tracks from a large catalog and produce a grounded natural-language response. This paper presents the challenge task, dataset,...

Seungheon Doh, Sergio Oramas, B. Sguerra et al. · 0 citations

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