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1
Neural reality of argument structure constructions ...
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2
On the Use of Linguistic Features for the Evaluation of Generative Dialogue Systems ...
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3
TorontoCL at CMCL 2021 Shared Task: RoBERTa with Multi-Stage Fine-Tuning for Eye-Tracking Prediction ...
Li, Bai; Rudzicz, Frank. - : arXiv, 2021
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4
Quantifying the Task-Specific Information in Text-Based Classifications ...
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5
An {E}valuation of {D}isentangled {R}epresentation {L}earning for {T}exts ...
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6
How is BERT surprised? Layerwise detection of linguistic anomalies ...
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7
Comparing Pre-trained and Feature-Based Models for Prediction of Alzheimer's Disease Based on Speech
In: Front Aging Neurosci (2021)
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8
Identification of primary and collateral tracks in stuttered speech
In: LREC 2020 - 12th Conference on Language Resources and Evaluation ; https://hal.archives-ouvertes.fr/hal-02959454 ; LREC 2020 - 12th Conference on Language Resources and Evaluation, May 2020, Marseille, France (2020)
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9
Semantic coordinates analysis reveals language changes in the AI field ...
Zhu, Zining; Xu, Yang; Rudzicz, Frank. - : arXiv, 2020
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10
Word class flexibility: A deep contextualized approach ...
Li, Bai; Thomas, Guillaume; Xu, Yang. - : arXiv, 2020
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11
To BERT or Not To BERT: Comparing Speech and Language-based Approaches for Alzheimer's Disease Detection ...
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12
An information theoretic view on selecting linguistic probes ...
Zhu, Zining; Rudzicz, Frank. - : arXiv, 2020
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13
Examining the rhetorical capacities of neural language models ...
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14
A textual analysis of US corporate social responsibility reports
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15
Lexical Features Are More Vulnerable, Syntactic Features Have More Predictive Power ...
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16
Representation Learning for Discovering Phonemic Tone Contours ...
Li, Bai; Xie, Jing Yi; Rudzicz, Frank. - : arXiv, 2019
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17
Machine learning for MEG during speech tasks
Kostas, Demetres; Pang, Elizabeth W.; Rudzicz, Frank. - : Nature Publishing Group UK, 2019
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18
The Effect of Heterogeneous Data for Alzheimer's Disease Detection from Speech ...
Abstract: Speech datasets for identifying Alzheimer's disease (AD) are generally restricted to participants performing a single task, e.g. describing an image shown to them. As a result, models trained on linguistic features derived from such datasets may not be generalizable across tasks. Building on prior work demonstrating that same-task data of healthy participants helps improve AD detection on a single-task dataset of pathological speech, we augment an AD-specific dataset consisting of subjects describing a picture with multi-task healthy data. We demonstrate that normative data from multiple speech-based tasks helps improve AD detection by up to 9%. Visualization of decision boundaries reveals that models trained on a combination of structured picture descriptions and unstructured conversational speech have the least out-of-task error and show the most potential to generalize to multiple tasks. We analyze the impact of age of the added samples and if they affect fairness in classification. We also provide ... : Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216 ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Machine Learning cs.LG; Machine Learning stat.ML; Sound cs.SD
URL: https://dx.doi.org/10.48550/arxiv.1811.12254
https://arxiv.org/abs/1811.12254
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19
Detecting cognitive impairments by agreeing on interpretations of linguistic features ...
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20
Deconfounding age effects with fair representation learning when assessing dementia ...
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