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- 01JFFRBP1S7QCCJ1PVEQS5P8S3 classification A1.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 date "2025".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 language "eng".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 type journalArticle.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 subject "Languages and Literatures".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 doi "10.1007/s10579-024-09766-4".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 issn "1574-020X".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 issn "1574-0218".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 abstract "In Artificial Intelligence research, perspectivism is an approach to machine learning that aims at leveraging data annotated by different individuals in order to model varied perspectives that influence their opinions and world view. We present the first survey of datasets and methods relevant to perspectivism in Natural Language Processing (NLP). We review datasets in which individual annotator labels are preserved, as well as research papers focused on analysing and modelling human perspectives for NLP tasks. Our analysis is based on targeted questions that aim to surface how different perspectives are taken into account, what the novelties and advantages of perspectivist approaches/methods are, and the limitations of these works. Most of the included works have a perspectivist goal, even if some of them do not explicitly discuss perspectivism. A sizeable portion of these works are focused on highly subjective phenomena in natural language where humans show divergent understandings and interpretations, for example in the annotation of toxic and otherwise undesirable language. However, in seemingly objective tasks too, human raters often show systematic disagreement. Through the framework of perspectivism we summarize the solutions proposed to extract and model different points of view, and how to evaluate and explain perspectivist models. Finally, we list the key concepts that emerge from the analysis of the sources and several important observations on the impact of perspectivist approaches on future research in NLP.</jats:p>".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author 993db7b3-37f5-11ef-8cef-81635fb99cf3.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author urn:uuid:31a6fd96-0228-4030-bc88-387b67b5762d.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author urn:uuid:40165d02-2f8c-4787-a615-f8ba1eba99c4.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author urn:uuid:5b25f345-f814-494a-a777-42fdc63669d1.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author urn:uuid:5e4a6c86-87e9-4381-a151-25ad62349a01.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author urn:uuid:669421c7-5861-46e6-8a9f-7ac4f175636d.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author urn:uuid:7959e801-c951-4a70-8304-9b1a24b24a45.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 author urn:uuid:9e4e1e4a-b1bc-44b7-bbef-a7f33a7186f9.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 dateCreated "2024-12-19T15:25:11Z".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 dateModified "2024-12-20T14:50:22Z".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 name "Perspectivist approaches to natural language processing : a survey".
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 pagination urn:uuid:f8eb2680-8bc3-4342-bd36-906531a02b84.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 sameAs LU-01JFFRBP1S7QCCJ1PVEQS5P8S3.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 sourceOrganization urn:uuid:f4764b03-9f96-4709-82a1-855ea6694cf7.
- 01JFFRBP1S7QCCJ1PVEQS5P8S3 type A1.