12 citations · 12 across the 4 of their papers we have counts for
4 papers
Beyond the Sequence: Statistics-Driven Pre-training for Stabilizing Sequential Recommendation Model
Sirui Wang, Peiguang Li, Yunsen Xian +1
The sequential recommendation task aims to predict the item that user is interested in according to his/her historical action sequence. However, inevitable random action, i.e. user…
PATS: Sensitivity-aware Noisy Learning for Pretrained Language Models
Yupeng Zhang, Hongzhi Zhang, Sirui Wang +2
A wide range of NLP tasks benefit from the fine-tuning of pretrained language models (PLMs). However, a number of redundant parameters which contribute less to the downstream task…
Let Me Check the Examples: Enhancing Demonstration Learning via Explicit Imitation
Sirui Wang, Kaiwen Wei, Hongzhi Zhang +2
Demonstration learning aims to guide the prompt prediction via providing answered demonstrations in the few shot settings. Despite achieving promising results, existing work only c…
An Attention-Based Word-Level Interaction Model: Relation Detection for Knowledge Base Question Answering
Hongzhi Zhang, Guandong Xu, Xiao Liang +2
Relation detection plays a crucial role in Knowledge Base Question Answering (KBQA) because of the high variance of relation expression in the question. Traditional deep learning m…