Unsupervised detection of contextualized embedding bias with application to ideology

Unsupervised detection of contextualized embedding bias with application to ideology

We propose a fully unsupervised method to detect bias in contextualized embeddings. The method leverages the assortative information latently encoded by social networks and combines orthogonality regularization, structured sparsity learning, and graph neural networks to find the embedding subspace c...

Cur síos iomlán

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Hofmann, V, Pierrehumbert, J, Schütze, H
Formáid:	Conference item
Teanga:	English
Foilsithe / Cruthaithe:	Journal of Machine Learning Research 2022

Míreanna comhchosúla

Dynamic contextualized word embeddings
de réir: Hofmann, V, et al.
Foilsithe / Cruthaithe: (2021)

Leveraging Bias in Pre-trained Word Embeddings for Unsupervised Microaggression Detection
de réir: Tolúlọpẹ́ Ògúnrẹ̀mí, et al.
Foilsithe / Cruthaithe: (2022-12-01)

Unsupervised Bitext Mining and Translation via Self-Trained Contextual Embeddings
de réir: Phillip Keung, et al.
Foilsithe / Cruthaithe: (2021-03-01)

Forecasting COVID-19 caseloads using unsupervised embedding clusters of social media posts
de réir: Drinkall, F, et al.
Foilsithe / Cruthaithe: (2022)

Modeling ideological salience and framing in polarized online groups with graph neural networks and structured sparsity
de réir: Hofmann, V, et al.
Foilsithe / Cruthaithe: (2022)

The Reddit Politosphere: a large-scale text and network resource of online political discourse
de réir: Hofmann, V, et al.
Foilsithe / Cruthaithe: (2022)

DagoBERT: generating derivational morphology with a pretrained language model
de réir: Hofmann, V, et al.
Foilsithe / Cruthaithe: (2020)

Predicting the growth of morphological families from social and linguistic factors
de réir: Hofmann, V, et al.
Foilsithe / Cruthaithe: (2020)

A graph auto-encoder model of derivational morphology
de réir: Hofmann, V, et al.
Foilsithe / Cruthaithe: (2020)

Unsupervised Modeling of Objects and Their Hierarchical Contextual Interactions
de réir: Tsuhan Chen, et al.
Foilsithe / Cruthaithe: (2009-01-01)

Contextualized embeddings for semantic change detection: Lessons learned
de réir: Andrey Kutuzov, et al.
Foilsithe / Cruthaithe: (2022-08-01)

(Predictable) performance bias in unsupervised anomaly detectionResearch in context
de réir: Felix Meissen, et al.
Foilsithe / Cruthaithe: (2024-03-01)

Unsupervised anomaly detection via dual transformation‐aware embeddings
de réir: Zhipeng Wang, et al.
Foilsithe / Cruthaithe: (2022-05-01)

Neural Network Pruning in Unsupervised Aspect Detection based on Aspect Embedding
de réir: Muhammad Haris Maulana, et al.
Foilsithe / Cruthaithe: (2022-10-01)

Unsupervised learning of object landmarks by factorized spatial embeddings
de réir: Thewlis, J, et al.
Foilsithe / Cruthaithe: (2017)

Contextual semantic embeddings for ontology subsumption prediction
de réir: Chen, J, et al.
Foilsithe / Cruthaithe: (2023)

Application of unsupervised clustering model based on graph embedding in water environment
de réir: Meng Fang, et al.
Foilsithe / Cruthaithe: (2023-12-01)

Social salience discriminates learnability of contextual cues in an artificial language
de réir: Rácz, P, et al.
Foilsithe / Cruthaithe: (2017)

Emotion Detection on Indonesian Tweets Using CNN and Contextualized Word Embedding
de réir: Heldiansyah, Muhammad Fikri, et al.
Foilsithe / Cruthaithe: (2022)

CNN Feature-Based Image Copy Detection with Contextual Hash Embedding
de réir: Zhili Zhou, et al.
Foilsithe / Cruthaithe: (2020-07-01)

Hate Speech Detection in Indonesian Twitter using Contextual Embedding Approach
de réir: Guntur Budi Herwanto, et al.
Foilsithe / Cruthaithe: (2021-04-01)

Embedding quantum into classical: contextualization vs conditionalization.
de réir: Ehtibar N Dzhafarov, et al.
Foilsithe / Cruthaithe: (2014-01-01)

Unsupervised land-use change detection using multi-temporal POI embedding
de réir: Yao, Yao, et al.
Foilsithe / Cruthaithe: (2024)

Contextual modulation of biases in face recognition.
de réir: Fatima Maria Felisberti, et al.
Foilsithe / Cruthaithe: (2010-09-01)

Geographic adaptation of pretrained language models
de réir: Hofmann, V, et al.
Foilsithe / Cruthaithe: (2024)

Fully-Unsupervised Embeddings-Based Hypernym Discovery
de réir: Maurizio Atzori, et al.
Foilsithe / Cruthaithe: (2020-05-01)

Principal Tensor Embedding for Unsupervised Tensor Learning
de réir: Claudio Turchetti, et al.
Foilsithe / Cruthaithe: (2020-01-01)

Unsupervised network embeddings with node identity awareness
de réir: Leonardo Gutiérrez-Gómez, et al.
Foilsithe / Cruthaithe: (2019-10-01)

Fast Unsupervised Graph Embedding Based on Anchors
de réir: YANG Hui, TAO Li-hong, ZHU Jian-yong, NIE Fei-ping
Foilsithe / Cruthaithe: (2022-04-01)

Unsupervised Named Entity Recognition Using Syntactic and Semantic Contextual Evidence
de réir: Alessandro Cucchiarelli, et al.
Foilsithe / Cruthaithe: (2021-03-01)

TransConv: Transformer Meets Contextual Convolution for Unsupervised Domain Adaptation
de réir: Junchi Liu, et al.
Foilsithe / Cruthaithe: (2024-05-01)

Quantum device fine-tuning using unsupervised embedding learning
de réir: van Esbroeck, NM, et al.
Foilsithe / Cruthaithe: (2020)

Quantum device fine-tuning using unsupervised embedding learning
de réir: N M van Esbroeck, et al.
Foilsithe / Cruthaithe: (2020-01-01)

Contextual Biasing for End-to-End Chinese ASR
de réir: Kai Zhang, et al.
Foilsithe / Cruthaithe: (2024-01-01)

Implicit prosody and contextual bias in silent reading
de réir: Kate McCurdy, et al.
Foilsithe / Cruthaithe: (2013-07-01)

Approximate personalized propagation for unsupervised embedding in heterogeneous graphs
de réir: Chen, Yibi, et al.
Foilsithe / Cruthaithe: (2022)

Unsupervised spatially embedded deep representation of spatial transcriptomics
de réir: Hang Xu, et al.
Foilsithe / Cruthaithe: (2024-01-01)

Unsupervised online multitask learning of behavioral sentence embeddings
de réir: Shao-Yen Tseng, et al.
Foilsithe / Cruthaithe: (2019-06-01)

Unsupervised Word Sense Disambiguation Using Word Embeddings
de réir: Behzad Moradi, et al.
Foilsithe / Cruthaithe: (2019-11-01)

Unsupervised Learning of Paragraph Embeddings for Context-Aware Recommendation
de réir: Jin Xie, et al.
Foilsithe / Cruthaithe: (2019-01-01)