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61
Automatic Dialect Density Estimation for African American English ...
Abstract: In this paper, we explore automatic prediction of dialect density of the African American English (AAE) dialect, where dialect density is defined as the percentage of words in an utterance that contain characteristics of the non-standard dialect. We investigate several acoustic and language modeling features, including the commonly used X-vector representation and ComParE feature set, in addition to information extracted from ASR transcripts of the audio files and prosodic information. To address issues of limited labeled data, we use a weakly supervised model to project prosodic and X-vector features into low-dimensional task-relevant representations. An XGBoost model is then used to predict the speaker's dialect density from these features and show which are most significant during inference. We evaluate the utility of these features both alone and in combination for the given task. This work, which does not rely on hand-labeled transcripts, is performed on audio segments from the CORAAL database. We show ... : 5 pages, 2 figures ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; F.2.2, I.2.7; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Sound cs.SD
URL: https://arxiv.org/abs/2204.00967
https://dx.doi.org/10.48550/arxiv.2204.00967
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62
Fairly Accurate: Learning Optimal Accuracy vs. Fairness Tradeoffs for Hate Speech Detection ...
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63
Mono vs Multilingual BERT: A Case Study in Hindi and Marathi Named Entity Recognition ...
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64
Sense disambiguation of compound constituents ...
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65
End-to-end contextual asr based on posterior distribution adaptation for hybrid ctc/attention system ...
Zhang, Zhengyi; Zhou, Pan. - : arXiv, 2022
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66
CaMEL: Case Marker Extraction without Labels ...
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67
Large-scale Bilingual Language-Image Contrastive Learning ...
Ko, Byungsoo; Gu, Geonmo. - : arXiv, 2022
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68
Towards Contextual Spelling Correction for Customization of End-to-end Speech Recognition Systems ...
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69
Semantic properties of English nominal pluralization: Insights from word embeddings ...
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70
Probing for the Usage of Grammatical Number ...
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71
Informative Causality Extraction from Medical Literature via Dependency-tree based Patterns ...
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72
NorDiaChange: Diachronic Semantic Change Dataset for Norwegian ...
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73
Toxicity Detection for Indic Multilingual Social Media Content ...
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74
Learn from Structural Scope: Improving Aspect-Level Sentiment Analysis with Hybrid Graph Convolutional Networks ...
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75
SciNLI: A Corpus for Natural Language Inference on Scientific Text ...
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76
SHAS: Approaching optimal Segmentation for End-to-End Speech Translation ...
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77
A New Framework for Fast Automated Phonological Reconstruction Using Trimmed Alignments and Sound Correspondence Patterns ...
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78
Learning the Ordering of Coordinate Compounds and Elaborate Expressions in Hmong, Lahu, and Chinese ...
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79
Learning to pronounce as measuring cross-lingual joint orthography-phonology complexity ...
Rosati, Domenic. - : arXiv, 2022
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80
The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking ...
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