Search Results for author: Yunqing Xia

Found 8 papers, 2 papers with code

CLTC: A Chinese-English Cross-lingual Topic Corpus

no code implementations LREC 2012 Yunqing Xia, Guoyu Tang, Peng Jin, Xia Yang

A preliminary evaluation with CLTC corpus indicates that the corpus is effective in evaluating cross-lingual topic detection methods.

Clustering Text Clustering

Clustering tweets usingWikipedia concepts

no code implementations LREC 2014 Guoyu Tang, Yunqing Xia, Weizhi Wang, Raymond Lau, Fang Zheng

We address the polysemy issue with a Bayesian model, and the synonymy issue by exploiting the Wikipedia redirections.

Clustering Text Clustering

Constraint-aware and Ranking-distilled Token Pruning for Efficient Transformer Inference

1 code implementation26 Jun 2023 Junyan Li, Li Lyna Zhang, Jiahang Xu, Yujing Wang, Shaoguang Yan, Yunqing Xia, Yuqing Yang, Ting Cao, Hao Sun, Weiwei Deng, Qi Zhang, Mao Yang

Deploying pre-trained transformer models like BERT on downstream tasks in resource-constrained scenarios is challenging due to their high inference cost, which grows rapidly with input sequence length.

Model Compression

BERT4CTR: An Efficient Framework to Combine Pre-trained Language Model with Non-textual Features for CTR Prediction

no code implementations17 Aug 2023 Dong Wang, Kavé Salamatian, Yunqing Xia, Weiwei Deng, Qi Zhiang

Although deep pre-trained language models have shown promising benefit in a large set of industrial scenarios, including Click-Through-Rate (CTR) prediction, how to integrate pre-trained language models that handle only textual signals into a prediction pipeline with non-textual features is challenging.

Click-Through Rate Prediction Dimensionality Reduction +1

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