NLP-guided Video Thin-slicing for Automated Scoring of Non-Cognitive, Behavioral Performance Tasks
Authors: 
Chee Wee Leong, Xianyang Chen, Vinay Basheerabad, Chong Min Lee, Patrick HoughtonAuthors Info & Claims
Pages 846 - 847
Abstract
We propose a novel and practical approach to model non-cognitive, behavioral performance tasks, by using natural language processing (NLP) to guide the selection of “thin-slices” that are representative of holistic video performances and demonstrate its promise.
References
[1]
T. Baltrusaitis, A. Zadeh, Y. Lim, and L. Morency. 2018. OpenFace 2.0: Facial Behavior Analysis Toolkit. In Proc. IEEE FG. 59–66.
[2]
Lei Chen, Ru Zhao, Chee Wee Leong, Blair Lehman, Gary Feng, and Mohammed Ehsan Hoque. 2017. Automated video interview judgment on a large-sized corpus collected online. In 2017 Seventh International Conference on Affective Computing and Intelligent Interaction (ACII). IEEE, 504–509.
[3]
Mathieu Chollet and Stefan Scherer. 2017. Assessing public speaking ability from thin slices of behavior. In 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017). IEEE, 310–316.
[4]
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805(2018).
[5]
Theodoros Giannakopoulos. 2015. pyAudioAnalysis: An Open-Source Python Library for Audio Signal Analysis. PloS one 10, 12 (2015).
[6]
Goran Glavaš and Swapna Somasundaran. 2020. Two-level transformer and auxiliary coherence modeling for improved text segmentation. arXiv preprint arXiv:2001.00891(2020).
[7]
Léo Hemamou, Ghazi Felhi, Jean-Claude Martin, and Chloé Clavel. 2019. Slices of attention in asynchronous video job interviews. In 2019 8th International Conference on Affective Computing and Intelligent Interaction (ACII). IEEE, 1–7.
[8]
Allen I Huffcutt, James M Conway, Philip L Roth, and Nancy J Stone. 2001. Identification and meta-analytic assessment of psychological constructs measured in employment interviews.Journal of Applied Psychology 86, 5 (2001), 897.
[9]
Laurent Son Nguyen and Daniel Gatica-Perez. 2015. I would hire you in a minute: Thin slices of nonverbal behavior in job interviews. In Proceedings of the 2015 ACM on international conference on multimodal interaction. 51–58.
[10]
Guangxiang Zhao, Junyang Lin, Zhiyuan Zhang, Xuancheng Ren, Qi Su, and Xu Sun. 2019. Explicit sparse transformer: Concentrated attention through explicit selection. arXiv preprint arXiv:1912.11637(2019).
Recommendations
Evaluation of Word Embedding Models in Latvian NLP Tasks Based on Publicly Available Corpora
AbstractNowadays, natural language processing (NLP) is increasingly relaying on pre-trained word embeddings for use in various tasks. However, there is little research devoted to Latvian – a language that is much more morphologically complex than English. ...
Performance in Tangible and in Cognitive Stock-Flow Tasks
Background. Most research in the area of dynamic decision making in general and stock-flow failures in particular is conducted with the help of computerized simulations as task environments or paper-based tasks of simple dynamic systems.
Purpose. The ...
Comments
Please enable JavaScript to view thecomments powered by Disqus.Information & Contributors
Information
Published In
October 2021
876 pages
ISBN:9781450384810
DOI:10.1145/3462244
Copyright © 2021 Owner/Author.
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Published: 18 October 2021
Check for updates
Qualifiers
- Demonstration
- Research
- Refereed limited
Conference
ICMI '21
Sponsor:
ICMI '21: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION
October 18 - 22, 2021
QC, Montréal, Canada
Acceptance Rates
Overall Acceptance Rate 453 of 1,080 submissions, 42%
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 98Total Downloads
- Downloads (Last 12 months)10
- Downloads (Last 6 weeks)0
Reflects downloads up to 24 Dec 2024
Other Metrics
Citations
Cited By
View allView Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign inFull Access
View options
View or Download as a PDF file.
PDFeReader
View online with eReader.
eReaderHTML Format
View this article in HTML Format.
HTML Format