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SemEval 2021 Task 12: Learning with Disagreement ...
Abstract: Disagreement between coders is ubiquitous in virtually all datasets annotated with human judgements in both natural language processing and computer vision. However, most supervised machine learning methods assumethat a single preferred interpretation exists for each item, which is at best an idealization. The aim of the SemEval-2021 shared task on Learning with Disagreements (Le-wi-Di) wasto provide a unified testing framework for methods for learning from data containing multiple and possibly contradictory annotations covering the best-known datasets containing information about disagreements for interpreting language and classifying images. In this paper we describe the shared task and its results. ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://underline.io/lecture/30027-semeval-2021-task-12-learning-with-disagreement
https://dx.doi.org/10.48448/jnrq-9d84
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2
SemEval-2021 Task 12: Learning with Disagreements
Uma, Alexandra; Fornaciari, Tommaso; Dumitrache, Anca. - : Association for Computational Linguistics, 2021
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Predicting the Humorousness of Tweets Using Gaussian Process Preference Learning ...
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Predicting the Humorousness of Tweets Using Gaussian Process Preference Learning ; Identificando el humor de tuits utilizando el aprendizaje de preferencias basado en procesos gaussianos
Miller, Tristan; Do Dinh, Erik-Lân; Simpson, Edwin. - : Sociedad Española para el Procesamiento del Lenguaje Natural, 2020
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5
Language Understanding in the Wild: Combining Crowdsourcing and Machine Learning
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Using a Bayesian Model to Combine LDA Features with Crowdsourced Responses
In: DTIC (2013)
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