Papers with general-purpose tool
ActiveAnno: General-Purpose Document-Level Annotation Tool with Active Learning Integration (2021.naacl-demos)
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| Challenge: | Existing tools for document-level annotation lack document-based quality and flexibility. |
| Approach: | a new annotation tool is being developed for industry and research use cases . a configurable user interface and a RESTful API are included . authors propose to use ACTIVEANNO as default for document-level annotation . |
| Outcome: | ACTIVEANNO is an annotation tool for industry and research use cases. |
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations (2022.aacl-main)
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| Challenge: | Similar work has shown that a single augmentation can be used to learn a robust generalpurpose representation with contrastive learning. |
| Approach: | They propose a unified framework to utilize diverse sets of data augmentations to achieve a better, general-purpose sentence embedding model. |
| Outcome: | The proposed framework achieves state-of-the-art results on downstream transfer tasks and performs competitively on semantic textual similarity tasks, using only unsupervised data. |