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PsyCoT: Psychological Questionnaire as Powerful Chain-of-Thought for Personality Detection
Recent advances in large language models (LLMs), such as ChatGPT, have showcased remarkable zero-shot performance across various NLP …
Tao Yang
,
Tianyuan Shi
,
Fanqi Wan
,
Xiaojun Quan
,
Qifan Wang
,
Bingzhe Wu
,
Jiaxiang Wu
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Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems
Efficient knowledge retrieval plays a pivotal role in ensuring the success of end-to-end task-oriented dialogue systems by facilitating …
Tianyuan Shi
,
Liangzhi Li
,
Zijian Lin
,
Tao Yang
,
Xiaojun Quan
,
Qifan Wang
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Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration
Instruction-tuning can be substantially optimized through enhanced diversity, resulting in models capable of handling a broader …
Fanqi Wan
,
Xinting Huang
,
Tao Yang
,
Xiaojun Quan
,
Wei Bi
,
Shuming Shi
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Clustering-Aware Negative Sampling for Unsupervised Sentence Representation
Contrastive learning has been widely studied in sentence representation learning. However, earlier works mainly focus on the …
Jinghao Deng
,
Fanqi Wan
,
Tao Yang
,
Xiaojun Quan
,
Rui Wang
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Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detection
Predicting personality traits based on online posts has emerged as an important task in many fields such as social network analysis. …
Tao Yang
,
Jinghao Deng
,
Xiaojun Quan
,
Qifan Wang
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AD-DROP: Attribution-Driven Dropout for Robust Language Model Fine-Tuning
Fine-tuning large pre-trained language models on downstream tasks is apt to suffer from overfitting when limited training data is …
Tao Yang
,
Jinghao Deng
,
Xiaojun Quan
,
Qifan Wang
,
Shaoliang Nie
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Learning to Answer Psychological Questionnaire for Personality Detection
Existing text-based personality detection research mostly relies on data-driven approaches to implicitly capture personality cues in …
Feifan Yang
,
Tao Yang
,
Xiaojun Quan
,
Qinliang Su
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Psycholinguistic Tripartite Graph Network for Personality Detection
Most of the recent work on personality detection from online posts adopts multifarious deep neural networks to represent the posts and …
Tao Yang
,
Feifan Yang
,
Haolan Ouyang
,
Xiaojun Quan
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