RecSys Challenge 2026
Conversational Music
Recommendation
Co-located with ACM RecSys 2026
About
The Music Conversational Recommendation Challenge (Music-CRS) is a global research competition bridging Natural Language Processing and Recommender Systems. Participants build systems that engage in multi-turn conversations about music, recommend relevant tracks, and generate natural language responses.
The challenge uses TalkPlayData-Challenge, a large-scale synthetic multi-turn dialogue dataset grounded in real music listening histories, with pre-extracted multimodal track and user embeddings provided.
Organizing Committee
- Seungheon Doh — KAIST, South Korea
- Sergio Oramas — Pandora/SiriusXM
- Bruno Sguerra — Deezer Research
- Abhinav Bohra — Amazon
- Claudio Pomo — Politecnico di Bari, Italy
- Francesco Barile — Maastricht University, Netherlands
Resources
Conversation Datasets
- Train/Development Dataset: https://huggingface.co/datasets/talkpl-ai/TalkPlayData-Challenge-Dataset
- Blind Dataset A (will be released after the challenge): https://huggingface.co/datasets/talkpl-ai/TalkPlayData-Challenge-Blind-A
- Blind Dataset B (will be released after the challenge): #
Recommendation Environments Datasets
The following resources are shared across all datasets (Train, Development, and Blind sets).
- User Metadata: https://huggingface.co/datasets/talkpl-ai/TalkPlayData-Challenge-User-Metadata
- Track Metadata: https://huggingface.co/datasets/talkpl-ai/TalkPlayData-Challenge-Track-Metadata
- User Embedding: https://huggingface.co/datasets/talkpl-ai/TalkPlayData-Challenge-User-Embeddings
- Track Embedding: https://huggingface.co/datasets/talkpl-ai/TalkPlayData-Challenge-Track-Embeddings
Code
- Baseline Code: https://github.com/nlp4musa/music-crs-baselines
- Evaluation Code: https://github.com/nlp4musa/music-crs-evaluator
Timeline
| 31 March 2026 | Website online. |
| 10 April 2026 | Start RecSys Challenge — Release dataset (Train, Development, Blind A). |
| 15 April 2026 | Submission System Open — Leaderboard live (with Blind A dataset). |
| 15 June 2026 | Blind Dataset B released, Activate submission system for Blind B dataset. |
| 30 June 2026 | End RecSys Challenge. |
| 6 July 2026 | Final Leaderboard & Winners — EasyChair open for submissions. |
| 9 July 2026 | Upload code of the final predictions. |
| 20 July 2026 | Paper Submission Due. |
| 3 August 2026 | Paper Acceptance Notifications. |
| 10 August 2026 | Camera-Ready Papers. |
| September 2026 | RecSys Challenge Workshop at ACM RecSys 2026. |
* Registration opens on April 10, 2026.