REGEN: A Dataset and Benchmarks with Natural Language Critiques and Narratives

no code implementations • 14 Mar 2025 • Kun Su, Krishna Sayana, Hubert Pham, James Pine, Yuri Vasilevski, Raghavendra Vasudeva, Marialena Kyriakidi, Liam Hebert, Ambarish Jash, Anushya Subbiah, Sukhdeep Sodhi

Further, we establish an end-to-end modeling benchmark for the task of conversational recommendation, where models are trained to generate both recommendations and corresponding narratives conditioned on user history (items and critiques).

Conversational Recommendation

Beyond Retrieval: Generating Narratives in Conversational Recommender Systems

no code implementations • 22 Oct 2024 • Krishna Sayana, Raghavendra Vasudeva, Yuri Vasilevski, Kun Su, Liam Hebert, James Pine, Hubert Pham, Ambarish Jash, Sukhdeep Sodhi

And to the best of our knowledge, represents the first attempt to analyze the capabilities of LLMs in understanding recommender signals and generating rich narratives.

Conversational Recommendation Recommendation Systems +2