Search Results for author: Kunbo Ding

Found 3 papers, 2 papers with code

Parameter-efficient Continual Learning Framework in Industrial Real-time Text Classification System

no code implementations NAACL (ACL) 2022 Tao Zhu, Zhe Zhao, Weijie Liu, Jiachi Liu, Yiren Chen, Weiquan Mao, Haoyan Liu, Kunbo Ding, Yudong Li, Xuefeng Yang

Catastrophic forgetting is a challenge for model deployment in industrial real-time systems, which requires the model to quickly master a new task without forgetting the old one.

Continual Learning text-classification +1

A Simple and Effective Method to Improve Zero-Shot Cross-Lingual Transfer Learning

1 code implementation COLING 2022 Kunbo Ding, Weijie Liu, Yuejian Fang, Weiquan Mao, Zhe Zhao, Tao Zhu, Haoyan Liu, Rong Tian, Yiren Chen

Existing zero-shot cross-lingual transfer methods rely on parallel corpora or bilingual dictionaries, which are expensive and impractical for low-resource languages.

text-classification Text Classification +3

Multi-stage Distillation Framework for Cross-Lingual Semantic Similarity Matching

1 code implementation Findings (NAACL) 2022 Kunbo Ding, Weijie Liu, Yuejian Fang, Zhe Zhao, Qi Ju, Xuefeng Yang

Previous studies have proved that cross-lingual knowledge distillation can significantly improve the performance of pre-trained models for cross-lingual similarity matching tasks.

Contrastive Learning Knowledge Distillation +3

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