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Wanhui Qian

4 accepted papers

2023

PUNR: Pre-training with User Behavior Modeling for News Recommendation

EMNLP 2023long findings

News recommendation aims to predict click behaviors based on user behaviors. How to effectively model the user representations is the key to recommending preferred news. Existing works are mostly focused on improvements in the supervised fine-tuning stage. However, there is still a lack of PLM-ba…

Cited by 0SourcecodeScholar
2023

Query-as-context Pre-training for Dense Passage Retrieval

EMNLP 2023long main

Recently, methods have been developed to improve the performance of dense passage retrieval by using context-supervised pre-training. These methods simply consider two passages from the same document to be relevant, without taking into account the potential negative impacts of weakly correlated pair…

Cited by 0SourcecodeScholar
2021

Aligning the training and evaluation of unsupervised text style Transfer

ICASSP 2021accepted

In the text style transfer task, models modify the attribute style of given texts while keeping the style-irrelevant content unchanged. Previous work has proposed many approaches on the non-parallel corpus (without style-to-style training pairs). These approaches are mostly motivated by heuristic in…

Cited by 0SourceScholar
2021

Topic Sequence Embedding for User Identity Linkage from Heterogeneous Behavior Data

ICASSP 2021accepted

In social media, user identity linkage is a vital information security issue of identifying users’ private information across multiple online social networks. With the popularity of behavior-rich social services, existing methods attempt to align users through encoding behaviors. However, most of th…

Cited by 0SourceScholar