Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Future

no code implementations • 28 Feb 2024 • Minzhi Li, Weiyan Shi, Caleb Ziems, Diyi Yang

As Natural Language Processing (NLP) systems become increasingly integrated into human social life, these technologies will need to increasingly rely on social intelligence.

CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation

1 code implementation • 24 Oct 2023 • Minzhi Li, Taiwei Shi, Caleb Ziems, Min-Yen Kan, Nancy F. Chen, Zhengyuan Liu, Diyi Yang

Annotated data plays a critical role in Natural Language Processing (NLP) in training models and evaluating their performance.

text annotation

Retrieving Multimodal Information for Augmented Generation: A Survey

no code implementations • 20 Mar 2023 • Ruochen Zhao, Hailin Chen, Weishi Wang, Fangkai Jiao, Xuan Long Do, Chengwei Qin, Bosheng Ding, Xiaobao Guo, Minzhi Li, Xingxuan Li, Shafiq Joty

As Large Language Models (LLMs) become popular, there emerged an important trend of using multimodality to augment the LLMs' generation ability, which enables LLMs to better interact with the world.

Retrieval

Inducing Positive Perspectives with Text Reframing

1 code implementation • ACL 2022 • Caleb Ziems, Minzhi Li, Anthony Zhang, Diyi Yang

Sentiment transfer is one popular example of a text style transfer task, where the goal is to reverse the sentiment polarity of a text.

Sentence Style Transfer +1