Zhuang Li

Active Learning for Multilingual Semantic Parser

2023 · arXiv (Cornell University)

Current multilingual semantic parsing (MSP) datasets are almost all collected by translating the utterances in the existing datasets from the resource-rich language to the target language. However, manual translation is costly. To reduce the translation …

RENOVI: A Benchmark Towards Remediating Norm Violations in Socio-Cultural Conversations

2024 · arXiv (Cornell University)

Norm violations occur when individuals fail to conform to culturally accepted behaviors, which may lead to potential conflicts. Remediating norm violations requires social awareness and cultural sensitivity of the nuances at play. To equip interactive …

IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models

2024 · arXiv (Cornell University)

Machine learning models have made incredible progress, but they still struggle when applied to examples from unseen domains. This study focuses on a specific problem of domain generalization, where a model is trained on one …