Papers by Aurélien Bossard
A Modular Tool for Automatic Summarization (P19-3)
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| Challenge: | Abstractive automatic summarization methods are supervized, but they require large corpora to perform tasks. |
| Approach: | They propose to use a modular tool for automatic summarization that is as simple as possible for end-users. |
| Outcome: | The proposed tool is open source and written in Java . it could be used as a baseline for future work and evaluate methods on different corpora. |
SummVD : An efficient approach for unsupervised topic-based text summarization (2022.aacl-main)
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| Challenge: | SummVD is an unsupervised extractive summarization method that uses word clustering to reduce word embeddings. |
| Approach: | They propose a method for automatic unsupervised extractive summarization using word clustering and singular value decomposition. |
| Outcome: | The proposed method outperforms other extractive methods using several corpora of different nature. |