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Learning Activities in Colours and Rainbows for Programming Skill Development ...
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42 |
Auditing for Diversity using Representative Examples ...
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Abstract:
Assessing the diversity of a dataset of information associated with people is crucial before using such data for downstream applications. For a given dataset, this often involves computing the imbalance or disparity in the empirical marginal distribution of a protected attribute (e.g. gender, dialect, etc.). However, real-world datasets, such as images from Google Search or collections of Twitter posts, often do not have protected attributes labeled. Consequently, to derive disparity measures for such datasets, the elements need to hand-labeled or crowd-annotated, which are expensive processes. We propose a cost-effective approach to approximate the disparity of a given unlabeled dataset, with respect to a protected attribute, using a control set of labeled representative examples. Our proposed algorithm uses the pairwise similarity between elements in the dataset and elements in the control set to effectively bootstrap an approximation to the disparity of the dataset. Importantly, we show that using a ...
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Keyword:
Artificial Intelligence cs.AI; Computers and Society cs.CY; FOS Computer and information sciences; Machine Learning cs.LG
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URL: https://dx.doi.org/10.48550/arxiv.2107.07393 https://arxiv.org/abs/2107.07393
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44 |
Regionalized models for Spanish language variations based on Twitter ...
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45 |
Analyzing a Carceral Algorithm used by the Pennsylvania Department of Corrections ...
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47 |
OkwuGbé: End-to-End Speech Recognition for Fon and Igbo ...
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48 |
When the Echo Chamber Shatters: Examining the Use of Community-Specific Language Post-Subreddit Ban ...
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49 |
GENder-IT: An Annotated English-Italian Parallel Challenge Set for Cross-Linguistic Natural Gender Phenomena ...
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50 |
Natural-Language Multi-Agent Simulations of Argumentative Opinion Dynamics ...
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51 |
Large Pre-trained Language Models Contain Human-like Biases of What is Right and Wrong to Do ...
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52 |
Proceedings of ICML 2021 Workshop on Theoretic Foundation, Criticism, and Application Trend of Explainable AI ...
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53 |
Efficiency of Using Utility for Usernames Verification in Online Community Management ...
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54 |
Political Ideology and Polarization of Policy Positions: A Multi-dimensional Approach ...
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55 |
BIOPAK Flasher: Epidemic disease monitoring and detection in Pakistan using text mining ...
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56 |
Towards Knowledge-Grounded Counter Narrative Generation for Hate Speech ...
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57 |
Theoretical foundations and limits of word embeddings: what types of meaning can they capture? ...
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58 |
Modeling Framing in Immigration Discourse on Social Media ...
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60 |
Exploring Polarization of Users Behavior on Twitter During the 2019 South American Protests ...
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