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Author

Elena Tutubalina

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Book Open access Jul 2026

From Queries to Playlists: An LLM-Driven Architecture for Semantic Music Search at Scale

A semantic playlist generation service that retrieves and ranks tracks based on meaning rather than keyword overlap, while avoiding hallucination-related failures is introduced, indicating that meaning-aware retrieval substantially enhances user engagement and supports broader production rollout.

Rinat Mullakhmetov, Fedor Buzaev, R. Bogachev et al. · 0 citations
Preprint Aug 2026

The More Popular, The Harder to Forget: Adaptive Popularity for LLM Unlearning

The AdaPop (Adaptive Popularity) method is proposed, which combines local token confidence with a per-fact popularity-dependent exponent derived from an external proxy, and automates the forget-retain balance via a dual-ascent controller that adjusts the retain penalty each epoch.

Anna Borisiuk, A. Savchenko, Alexander Panchenko et al. · 0 citations

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