BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning

1 code implementation • COLING 2022 • Ziming Cheng, Zuchao Li, Hai Zhao

Abstract Meaning Representation (AMR) offers a unified semantic representation for natural language sentences.

AMR Parsing AMR-to-Text Generation +1

Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-training

1 code implementation • 1 Jun 2022 • Yan Zeng, Wangchunshu Zhou, Ao Luo, Ziming Cheng, Xinsong Zhang

To this end, the cross-view language modeling framework considers both multi-modal data (i. e., image-caption pairs) and multi-lingual data (i. e., parallel sentence pairs) as two different views of the same object, and trains the model to align the two views by maximizing the mutual information between them with conditional masked language modeling and contrastive learning.

Contrastive Learning Language Modelling +9

Req2Lib: A Semantic Neural Model for Software Library Recommendation

no code implementations • 24 May 2020 • Zhensu Sun, Yan Liu, Ziming Cheng, Chen Yang, Pengyu Che

In this work, we would like to make recommendations based on requirement descriptions to avoid these problems.