Search Results for author: Xinwei Long

Found 5 papers, 2 papers with code

Generative Multi-Modal Knowledge Retrieval with Large Language Models

no code implementations16 Jan 2024 Xinwei Long, Jiali Zeng, Fandong Meng, Zhiyuan Ma, Kaiyan Zhang, BoWen Zhou, Jie zhou

Knowledge retrieval with multi-modal queries plays a crucial role in supporting knowledge-intensive multi-modal applications.

Retrieval

CRaSh: Clustering, Removing, and Sharing Enhance Fine-tuning without Full Large Language Model

no code implementations24 Oct 2023 Kaiyan Zhang, Ning Ding, Biqing Qi, Xuekai Zhu, Xinwei Long, BoWen Zhou

Instruction tuning has recently been recognized as an effective way of aligning Large Language Models (LLMs) to enhance their generalization ability across various tasks.

Clustering Language Modelling +1

PaD: Program-aided Distillation Can Teach Small Models Reasoning Better than Chain-of-thought Fine-tuning

1 code implementation23 May 2023 Xuekai Zhu, Biqing Qi, Kaiyan Zhang, Xinwei Long, Zhouhan Lin, BoWen Zhou

While large language models (LLMs) excel in various natural language processing tasks, their huge size and the inaccessibility of parameters present challenges for practical deployment.

Arithmetic Reasoning GSM8K +1

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