Annotation Consensus Resolution Task
(Redirected from Annotator Agreement Task)
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A Annotation Consensus Resolution Task is a consensus resolution task that is an annotation quality task (for multi-annotator label agreement).
- AKA: Annotator Agreement Task, Label Consensus Task, Multi-Annotator Resolution Task.
- Context:
- Task Input: Multi-Annotator Labels, Annotation Guidelines
- Task Output: Consensus Labels, Agreement Metrics
- Task Performance Measure: Consensus Quality Metrics such as inter-annotator agreement, consensus confidence score, and resolution time
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- It can typically calculate Inter-Annotator Agreement using annotation agreement formulas.
- It can typically resolve Annotation Conflicts through annotation resolution rules.
- It can often weight Annotator Expertise in annotation consensus calculation.
- It can often identify Annotation Ambiguity for annotation guideline improvement.
- It can often be solved using Annotation Consensus Methods with annotation agreement algorithms.
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- It can range from being a Simple Consensus Task to being a Complex Consensus Task, depending on its annotation consensus algorithm.
- It can range from being a Majority-Vote Consensus Task to being a Weighted-Vote Consensus Task, depending on its annotation voting method.
- It can range from being a Binary Annotation Task to being a Multi-Class Annotation Task, depending on its annotation label type.
- It can range from being a Real-Time Consensus Task to being a Batch Consensus Task, depending on its annotation processing timing.
- It can range from being a Automated Consensus Task to being a Expert-Review Consensus Task, depending on its annotation human involvement.
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- It can be implemented by Annotation Consensus Methods using annotation resolution algorithms.
- It can employ Annotation Consensus Methods for annotation quality control.
- It can enable High-Quality Dataset Creation through annotation reliability.
- It can integrate with Annotation Platforms for annotation workflow automation.
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- Example(s):
- Legal Annotation Consensus Tasks using Annotation Consensus Methods, such as:
- Medical Annotation Consensus Tasks employing Annotation Consensus Methods, such as:
- NLP Annotation Consensus Tasks leveraging Annotation Consensus Methods, such as:
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- Counter-Example(s):
- Single-Annotator Task, which lacks consensus requirements.
- Automated Labeling Task, without human agreement needs.
- Random Label Assignment, which ignores consensus building.
- See: Consensus Resolution Task, Annotation Quality Task, Inter-Rater Agreement Task, Label Adjudication Task, Crowdsourcing Quality Task, Multi-Rater Task.