Papers by Simon Ben Igeri
A Flash in the Pan: Better Prompting Strategies to Deploy Out-of-the-Box LLMs as Conversational Recommendation Systems (2025.coling-main)
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Gustavo Adolpho Lucas de Carvalho, Simon Ben Igeri, Jennifer Healey, Victor Bursztyn, David Demeter, Lawrence A. Birnbaum
| Challenge: | Recent studies have shown that using conversation history can improve question generation and product recommendation in naturalistic, multi-round conversational recommendation settings. |
| Approach: | They propose a method to generate better questions to elicit human preferences and to make recommendations using the information gained through these questions. |
| Outcome: | The proposed method beats state-of-the-art benchmarks on two datasets and shows that it is more accurate when users answer more questions than prior methods. |