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| Main Authors: | , , , , |
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| Format: | Preprint |
| Published: |
2024
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2412.15257 |
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| _version_ | 1866909435708833792 |
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| author | Ray, Marjolaine Wang, Qi Mélanie-Becquet, Frédérique Poibeau, Thierry Mazoyer, Béatrice |
| author_facet | Ray, Marjolaine Wang, Qi Mélanie-Becquet, Frédérique Poibeau, Thierry Mazoyer, Béatrice |
| contents | Event detection in text streams is a crucial task for the analysis of online media and social networks. One of the current challenges in this field is establishing a performance standard while maintaining an acceptable level of computational complexity. In our study, we use an incremental clustering algorithm combined with recent advancements in sentence embeddings. Our objective is to compare our findings with previous studies, specifically those by Cao et al. (2024) and Mazoyer et al. (2020). Our results demonstrate significant improvements and could serve as a relevant baseline for future research in this area. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_15257 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | An Incremental Clustering Baseline for Event Detection on Twitter Ray, Marjolaine Wang, Qi Mélanie-Becquet, Frédérique Poibeau, Thierry Mazoyer, Béatrice Computation and Language Social and Information Networks Event detection in text streams is a crucial task for the analysis of online media and social networks. One of the current challenges in this field is establishing a performance standard while maintaining an acceptable level of computational complexity. In our study, we use an incremental clustering algorithm combined with recent advancements in sentence embeddings. Our objective is to compare our findings with previous studies, specifically those by Cao et al. (2024) and Mazoyer et al. (2020). Our results demonstrate significant improvements and could serve as a relevant baseline for future research in this area. |
| title | An Incremental Clustering Baseline for Event Detection on Twitter |
| topic | Computation and Language Social and Information Networks |
| url | https://arxiv.org/abs/2412.15257 |