Papers with Aspect-based summarization
WikiAsp: A Dataset for Multi-domain Aspect-based Summarization (2021.tacl-1)
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| Challenge: | Existing aspects-based summarization models are domain-specific due to large differences in the type of aspects for different domains. |
| Approach: | They propose a large-scale dataset for multi-domain aspect-based summarization using Wikipedia articles from 20 different domains. |
| Outcome: | The proposed model is based on Wikipedia articles from 20 different domains and uses the section titles and boundaries of each article as a proxy for aspect annotation. |
Disordered-DABS: A Benchmark for Dynamic Aspect-Based Summarization in Disordered Texts (2024.findings-emnlp)
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| Challenge: | Current research focuses on predefined aspects within structured texts, neglecting complexities of dynamic and disordered environments. |
| Approach: | They propose a benchmark for dynamic aspect-based summarization tailored to unstructured text. |
| Outcome: | The proposed benchmark addresses the complexities of dynamic and disordered environments in unstructured text. |