Giuseppe Carenini
3 papers in the PaperMetrix corpus
Papers by this author
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PRIMER: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization.
2021 · arXiv (Cornell University)
Recently proposed pre-trained generation models achieve strong performance on single-document summarization benchmarks. However, most of them are pre-trained with general-purpose objectives and mainly aim to process single document inputs. In this paper, we propose PRIMER, …
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Human Guided Exploitation of Interpretable Attention Patterns in Summarization and Topic Segmentation
2022
The multi-head self-attention mechanism of the transformer model has been thoroughly investigated recently. In one vein of study, researchers are interested in understanding why and how transformers work. In another vein, researchers propose new attention …
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Extractive Summarization of Long Documents by Combining Global and Local Context
2019
Wen Xiao, Giuseppe Carenini. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). 2019.