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- surveyDecember 2024
Tool Learning with Foundation Models
- Yujia Qin,
- Shengding Hu,
- Yankai Lin,
- Weize Chen,
- Ning Ding,
- Ganqu Cui,
- Zheni Zeng,
- Xuanhe Zhou,
- Yufei Huang,
- Chaojun Xiao,
- Chi Han,
- Yi Ren Fung,
- Yusheng Su,
- Huadong Wang,
- Cheng Qian,
- Runchu Tian,
- Kunlun Zhu,
- Shihao Liang,
- Xingyu Shen,
- Bokai Xu,
- Zhen Zhang,
- Yining Ye,
- Bowen Li,
- Ziwei Tang,
- Jing Yi,
- Yuzhang Zhu,
- Zhenning Dai,
- Lan Yan,
- Xin Cong,
- Yaxi Lu,
- Weilin Zhao,
- Yuxiang Huang,
- Junxi Yan,
- Xu Han,
- Xian Sun,
- Dahai Li,
- Jason Phang,
- Cheng Yang,
- Tongshuang Wu,
- Heng Ji,
- Guoliang Li,
- Zhiyuan Liu,
- Maosong Sun
ACM Computing Surveys (CSUR), Volume 57, Issue 4Article No.: 101, Pages 1–40https://doi.org/10.1145/3704435Humans possess an extraordinary ability to create and utilize tools. With the advent of foundation models, artificial intelligence systems have the potential to be equally adept in tool use as humans. This paradigm, which is dubbed as tool learning with ...
- research-articleJuly 2024
Exploring Universal Intrinsic Task Subspace for Few-Shot Learning via Prompt Tuning
- Yujia Qin,
- Xiaozhi Wang,
- Yusheng Su,
- Yankai Lin,
- Ning Ding,
- Jing Yi,
- Weize Chen,
- Zhiyuan Liu,
- Juanzi Li,
- Lei Hou,
- Peng Li,
- Maosong Sun,
- Jie Zhou
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP), Volume 32Pages 3631–3643https://doi.org/10.1109/TASLP.2024.3430545Why can pre-trained language models (PLMs) learn universal representations and effectively adapt to broad NLP tasks differing a lot superficially? In this work, we empirically find evidence indicating that the adaptations of PLMs to various few-shot tasks ...
- correctionAugust 2021
Correction to: Predicting behavioral competencies automatically from facial expressions in real-time video-recorded interviews
Journal of Real-Time Image Processing (SPJRTIP), Volume 18, Issue 4Page 1023https://doi.org/10.1007/s11554-021-01090-2A correction to this paper has been published: https://doi.org/10.1007/s11554-021-01090-2
- research-articleAugust 2021
Predicting behavioral competencies automatically from facial expressions in real-time video-recorded interviews
Journal of Real-Time Image Processing (SPJRTIP), Volume 18, Issue 4Pages 1011–1021https://doi.org/10.1007/s11554-021-01071-5AbstractThis work aims to develop a real-time image and video processor enabled with an artificial intelligence (AI) agent that can predict a job candidate’s behavioral competencies according to his or her facial expressions. This is accomplished using a ...
- research-articleSeptember 2021
CSS-LM: A Contrastive Framework for Semi-Supervised Fine-Tuning of Pre-Trained Language Models
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP), Volume 29Pages 2930–2941https://doi.org/10.1109/TASLP.2021.3105013Fine-tuning pre-trained language models (PLMs) has demonstrated its effectiveness on various downstream NLP tasks recently. However, in many scenarios with limited supervised data, the conventional fine-tuning strategies cannot sufficiently capture the ...
- ArticleJuly 2013
Implementation of Indoor VOC Air Pollution Monitoring System with Sensor Network
CISIS '13: Proceedings of the 2013 Seventh International Conference on Complex, Intelligent, and Software Intensive SystemsPages 639–643https://doi.org/10.1109/CISIS.2013.115The air quality monitoring has become one of the most important and critical issues as human beings are paying more and more attention to the living quality. Various countries legislate on air quality norm related to the monitoring and measurement ...
- ArticleJune 2008
Free-Form Annotation Tool for Collaboration
SUTC '08: Proceedings of the 2008 IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (sutc 2008)Pages 555–560https://doi.org/10.1109/SUTC.2008.60The people often establish taking notes on reading and browsing activities; hence annotation is being very important in human life in anytime and anywhere. We developed a free-form annotation tool for collaboration that provides a convenient way to ...