Youbo Lei — accepted AI-conference papers

2024

MCAD: Multi-teacher Cross-modal Alignment Distillation for efficient image-text retrieval

Youbo Lei, Feifei He, Chen Chen, Yingbin Mo, Sijia Li, Defeng Xie +1

NAACL 2024findings

Due to the success of large-scale visual-language pretraining (VLP) models and the widespread use of image-text retrieval in industry areas, it is now critically necessary to reduce the model size and streamline their mobile-device deployment. Single- and dual-stream model structures are commonly us…

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2024

Prompt Space Optimizing Few-shot Reasoning Success with Large Language Models

Fobo Shi, Peijun Qing, Dong Yang, Nan Wang, Youbo Lei, Haonan Lu +2

NAACL 2024findings

Prompt engineering is an essential technique for enhancing the abilities of large language models (LLMs) by providing explicit and specific instructions. It enables LLMs to excel in various tasks, such as arithmetic reasoning, question answering, summarization, relation extraction, machine translati…

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