Single-Turn LLM Reformulation Powered Multi-Stage Hybrid Re-Ranking for Tip-of-the-Tongue Known-Item Retrieval. - Debayan Mukhopadhyay; Utshab Kumar Ghosh; Shubham Chatterjee (CoRR, 2026)