Papers by Ilya Boytsov
End-to-End Aspect-Guided Review Summarization at Scale (2025.emnlp-industry)
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Ilya Boytsov, Vinny DeGenova, Mikhail Balyasin, Joseph Walt, Caitlin Eusden, Marie-Claire Rochat, Margaret Pierson
| Challenge: | Existing methods to generate concise product review summaries are prone to hallucination, omission of important facts, and factual errors. |
| Approach: | They propose a large language model-based system that combines aspect-based sentiment analysis with guided summarization to generate concise product review summaries. |
| Outcome: | The proposed system generates concise and interpretable product review summaries using a large language model (LLM) dataset. |